@prefix dcterms: <http://purl.org/dc/terms/> .
@prefix llm-wiki-colab: <https://la3d.github.io/llm-wiki-colab/ontology#> .

<https://la3d.github.io/llm-wiki-colab/page/Home> a llm-wiki-colab:UntypedNote ;
    dcterms:title "Home" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/SCHEMA_markov_embeddings_and_rag> a llm-wiki-colab:Reference ;
    dcterms:title "SCHEMA_markov_embeddings_and_rag" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/Page-Name>,
        <https://la3d.github.io/llm-wiki-colab/page/Parent-Page> ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/log_markov_embeddings_and_rag> a llm-wiki-colab:Index ;
    dcterms:title "log_markov_embeddings_and_rag" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Dense-RAG-Scale-Collapse>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/README>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain>,
        <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode>,
        <https://la3d.github.io/llm-wiki-colab/page/WIKI-INDEX>,
        <https://la3d.github.io/llm-wiki-colab/page/energy-based-drift-doc>,
        <https://la3d.github.io/llm-wiki-colab/page/experiment-spec-doc>,
        <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/question-projection-doc>,
        <https://la3d.github.io/llm-wiki-colab/page/tutorial-pdf> ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Dense-RAG-Scale-Collapse> a llm-wiki-colab:Synthesis ;
    dcterms:title "Dense-RAG-Scale-Collapse" ;
    llm-wiki-colab:criticizes <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check> ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:tag "dense-rag",
        "distractors",
        "headline",
        "musique",
        "results",
        "retrieval",
        "scaling" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions> .

<https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History> a llm-wiki-colab:Synthesis ;
    dcterms:title "MuSiQue-Journey-History" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:tag "history",
        "journey",
        "linear-norm",
        "methodology",
        "musique",
        "sweeps" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results> .

<https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain> a llm-wiki-colab:Synthesis ;
    dcterms:title "Uniform-Similarity-Chain" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:tag "controlled-test",
        "design-principle",
        "empirical",
        "musique",
        "object-agnostic",
        "results",
        "uniform-chain" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results> .

<https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis> a llm-wiki-colab:Synthesis ;
    dcterms:title "Decomposer-Quality-Analysis" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:tag "decomposer",
        "decomposition-quality",
        "llm-judge",
        "musique",
        "operator-basis" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG> .

<https://la3d.github.io/llm-wiki-colab/page/README-Summary> a llm-wiki-colab:SourceSummary ;
    dcterms:title "README-Summary" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> ;
    llm-wiki-colab:source <https://la3d.github.io/llm-wiki-colab/page/README> ;
    llm-wiki-colab:tag "entry-point",
        "overview",
        "readme" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions> a llm-wiki-colab:Synthesis ;
    dcterms:title "V5c2-Gold-Rank-Positions" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Dense-RAG-Scale-Collapse>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:tag "diagnostic",
        "gold-rank",
        "musique",
        "results",
        "retrieval",
        "v5c2" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2> .

<https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> a llm-wiki-colab:Index ;
    dcterms:title "index_markov_embeddings_and_rag" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Dense-RAG-Scale-Collapse>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain>,
        <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk> a llm-wiki-colab:Synthesis ;
    dcterms:title "Claims-Plus-Walk" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:tag "claims",
        "entity-resolution",
        "markov-chain",
        "musique",
        "operations-basis",
        "proposal",
        "propositions",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2> .

<https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue> a llm-wiki-colab:Synthesis ;
    dcterms:title "Drift-Variants-MuSiQue" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:tag "design-principles",
        "drift",
        "empirical",
        "musique",
        "product-chain",
        "results",
        "simdrift" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results> .

<https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking> a llm-wiki-colab:Concept ;
    dcterms:title "Entity-Overlap-Ranking" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:tag "empirical",
        "entity-overlap",
        "independent-hop",
        "musique",
        "ranking",
        "sparql" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> .

<https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> a llm-wiki-colab:Index ;
    dcterms:title "Home_markov_embeddings_and_rag" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/SCHEMA_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode>,
        <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/log_markov_embeddings_and_rag> ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/WIKI-INDEX> .

<https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check> a llm-wiki-colab:Synthesis ;
    dcterms:title "RAG-Sanity-Check" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Dense-RAG-Scale-Collapse>,
        <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:tag "baselines",
        "dense-retrieval",
        "musique",
        "rag",
        "sanity-check",
        "sparql" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> .

<https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL> a llm-wiki-colab:Synthesis ;
    dcterms:title "Iterative-NL-SPARQL" ;
    llm-wiki-colab:criticizes <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:tag "distillation",
        "fallback-ladder",
        "iterative",
        "musique",
        "ontology-free",
        "sparql" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG> .

<https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings> a llm-wiki-colab:Concept ;
    dcterms:title "MiniLM-Embeddings" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:tag "embeddings",
        "encoder",
        "model" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures> a llm-wiki-colab:Entity ;
    dcterms:title "Tutorial-Figures" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition> ;
    llm-wiki-colab:tag "diagnostics",
        "figures",
        "output" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval> a llm-wiki-colab:Synthesis ;
    dcterms:title "Independent-vs-Chained-Retrieval" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:tag "chained",
        "independent",
        "musique",
        "retrieval-architecture",
        "sparql",
        "trade-offs" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> .

<https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG> a llm-wiki-colab:Synthesis ;
    dcterms:title "Iterative-Chained-RAG" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Decomposer-Quality-Analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check>,
        <https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> ;
    llm-wiki-colab:tag "chained",
        "final-answer-accuracy",
        "iterative",
        "llm-extraction",
        "musique",
        "rag" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/RAG-Sanity-Check> .

<https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness> a llm-wiki-colab:Entity ;
    dcterms:title "Chain-Sanity-Test-Harness" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/log_markov_embeddings_and_rag> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> ;
    llm-wiki-colab:tag "invariants",
        "musique",
        "sanity-tests",
        "testing",
        "validation" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus> a llm-wiki-colab:Entity ;
    dcterms:title "Tutorial-Corpus" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries> ;
    llm-wiki-colab:tag "corpus",
        "data",
        "manufacturing" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries> a llm-wiki-colab:Entity ;
    dcterms:title "Tutorial-Queries" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus> ;
    llm-wiki-colab:tag "evaluation",
        "findings",
        "queries" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark> a llm-wiki-colab:Entity ;
    dcterms:title "HotpotQA-Benchmark" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification> ;
    llm-wiki-colab:tag "benchmark",
        "dataset",
        "multi-hop",
        "qa",
        "wikipedia" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification> .

<https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary> a llm-wiki-colab:SourceSummary ;
    dcterms:title "Tutorial-PDF-Summary" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary> ;
    llm-wiki-colab:source <https://la3d.github.io/llm-wiki-colab/page/tutorial-pdf> ;
    llm-wiki-colab:tag "primary-artifact",
        "tutorial",
        "writeup" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Markov-Chain-v5c2> a llm-wiki-colab:Synthesis ;
    dcterms:title "Markov-Chain-v5c2" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/V5c2-Gold-Rank-Positions>,
        <https://la3d.github.io/llm-wiki-colab/page/figures/chain_v5c2_rank_distribution.png>,
        <https://la3d.github.io/llm-wiki-colab/page/figures/chain_v5c2_recall_curve.png> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:tag "canonical-entities",
        "headline",
        "markov-chain",
        "musique",
        "retrieval",
        "rwr" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Iterative-NL-SPARQL> .

<https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction> a llm-wiki-colab:Synthesis ;
    dcterms:title "Named-Entity-Concept-Extraction" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:tag "bridge-mechanism",
        "concept-extraction",
        "corpus-pipeline",
        "ner",
        "spacy" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark> .

<https://la3d.github.io/llm-wiki-colab/page/Typed-Predicate-Ontology> a llm-wiki-colab:Synthesis ;
    dcterms:title "Typed-Predicate-Ontology" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Iterative-Chained-RAG>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Entity-Overlap-Ranking>,
        <https://la3d.github.io/llm-wiki-colab/page/Independent-vs-Chained-Retrieval>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> ;
    llm-wiki-colab:tag "breakthrough",
        "musique",
        "ontology",
        "predicate-grounding",
        "sparql",
        "vocabulary-alignment" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> .

<https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set> a llm-wiki-colab:Concept ;
    dcterms:title "Operator-Spanning-Set" ;
    llm-wiki-colab:mentions <https://la3d.github.io/experiments/musique/sparql/design/training_set_analysis>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection> ;
    llm-wiki-colab:tag "hop-counting",
        "operations-basis",
        "query-construction",
        "sparql",
        "type-signatures" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis> .

<https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy> a llm-wiki-colab:Concept ;
    dcterms:title "Per-Question-Energy" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:tag "energy-based-models",
        "extraction",
        "formal-questions",
        "summary-statistics" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision> .

<https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> a llm-wiki-colab:Concept ;
    dcterms:title "Three-Retrieval-Modes" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:tag "architecture",
        "modes",
        "query-time",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision> .

<https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> a llm-wiki-colab:Concept ;
    dcterms:title "Vanilla-RAG-Failure-Mode" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings> ;
    llm-wiki-colab:tag "embeddings",
        "failure-mode",
        "motivation",
        "rag" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks> a llm-wiki-colab:Concept ;
    dcterms:title "Answer-Chunks" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection> ;
    llm-wiki-colab:tag "answer-chunks",
        "architecture",
        "chunks",
        "extraction",
        "question-driven" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision> .

<https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design> a llm-wiki-colab:Synthesis ;
    dcterms:title "Extraction-Retrieval-Co-Design" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:supports <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> ;
    llm-wiki-colab:tag "architecture",
        "design-principle",
        "extraction",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Question-Projection> a llm-wiki-colab:Concept ;
    dcterms:title "Question-Projection" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:tag "basis-set",
        "discovery",
        "energy-based-models",
        "projection",
        "query-time" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision> .

<https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification> a llm-wiki-colab:SourceSummary ;
    dcterms:title "Experiment-Specification" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:source <https://la3d.github.io/llm-wiki-colab/page/experiment-spec-doc> ;
    llm-wiki-colab:tag "benchmarks",
        "bm25",
        "drift",
        "experiment",
        "hotpotqa",
        "paper" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> a llm-wiki-colab:Concept ;
    dcterms:title "Softmax-Normalization" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> ;
    llm-wiki-colab:tag "breakthrough",
        "normalization",
        "pi0",
        "softmax",
        "temperature",
        "transition-matrix" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> .

<https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity> a llm-wiki-colab:Concept ;
    dcterms:title "Bridge-Entity" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:tag "corpus-structure",
        "graph",
        "retrieval",
        "vocabulary" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction> a llm-wiki-colab:SourceSummary ;
    dcterms:title "Energy-Based-Drift-Paper-Direction" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:source <https://la3d.github.io/llm-wiki-colab/page/energy-based-drift-doc> ;
    llm-wiki-colab:tag "drift",
        "energy-based-models",
        "langevin",
        "paper",
        "research-direction" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark> a llm-wiki-colab:Entity ;
    dcterms:title "MuSiQue-Benchmark" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:tag "benchmark",
        "dataset",
        "multi-hop",
        "musique",
        "qa",
        "wikipedia" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision> a llm-wiki-colab:SourceSummary ;
    dcterms:title "Question-Projection-Retrieval-Vision" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes> ;
    llm-wiki-colab:source <https://la3d.github.io/llm-wiki-colab/page/question-projection-doc> ;
    llm-wiki-colab:tag "architecture",
        "discovery",
        "question-driven",
        "research-direction",
        "vision" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/index_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> a llm-wiki-colab:Concept ;
    dcterms:title "Restart-Probability" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:tag "calibration",
        "hop-range",
        "hyperparameter",
        "rwr" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> .

<https://la3d.github.io/llm-wiki-colab/page/Operations-Basis> a llm-wiki-colab:Synthesis ;
    dcterms:title "Operations-Basis" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Claims-Plus-Walk>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Operator-Spanning-Set>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain> ;
    llm-wiki-colab:tag "architecture",
        "decomposition",
        "future-direction",
        "ontology",
        "operations-basis",
        "query-planning" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> a llm-wiki-colab:Concept ;
    dcterms:title "Trajectory-Length-Argument" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> ;
    llm-wiki-colab:supports <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift> ;
    llm-wiki-colab:tag "drift",
        "motivation",
        "paper-argument",
        "query-coupling",
        "trajectory" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction> .

<https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift> a llm-wiki-colab:Concept ;
    dcterms:title "Energy-Based-Drift" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:tag "drift",
        "energy-based-models",
        "langevin",
        "learned-component",
        "research-direction" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction> .

<https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift> a llm-wiki-colab:Concept ;
    dcterms:title "BM25-Energy-Drift" ;
    llm-wiki-colab:extends <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift> ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Per-Question-Energy>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:tag "bm25",
        "drift",
        "energy-based-models",
        "experiment",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification> .

<https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results> a llm-wiki-colab:Synthesis ;
    dcterms:title "MuSiQue-PoC-Results" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Operations-Basis>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Uniform-Similarity-Chain> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Drift-Variants-MuSiQue>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Journey-History>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization> ;
    llm-wiki-colab:tag "breakthrough",
        "empirical",
        "headline",
        "multi-hop",
        "musique",
        "ner",
        "results",
        "softmax" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-Benchmark> .

<https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph> a llm-wiki-colab:Concept ;
    dcterms:title "Heterogeneous-Graph" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> ;
    llm-wiki-colab:tag "data-structure",
        "graph",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition> a llm-wiki-colab:Concept ;
    dcterms:title "Path-Length-Decomposition" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures> ;
    llm-wiki-colab:tag "analysis",
        "diagnostic",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .

<https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> a llm-wiki-colab:Synthesis ;
    dcterms:title "Markov-Retrieval-Tutorial" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/Answer-Chunks>,
        <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Bridge-Entity>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Corpus>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Figures>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-Queries>,
        <https://la3d.github.io/llm-wiki-colab/page/Vanilla-RAG-Failure-Mode> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Extraction-Retrieval-Co-Design>,
        <https://la3d.github.io/llm-wiki-colab/page/Question-Projection-Retrieval-Vision>,
        <https://la3d.github.io/llm-wiki-colab/page/README-Summary>,
        <https://la3d.github.io/llm-wiki-colab/page/Tutorial-PDF-Summary> ;
    llm-wiki-colab:tag "markov-chain",
        "project-overview",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Home_markov_embeddings_and_rag> .

<https://la3d.github.io/llm-wiki-colab/page/Random-Walk-With-Restart> a llm-wiki-colab:Concept ;
    dcterms:title "Random-Walk-With-Restart" ;
    llm-wiki-colab:mentions <https://la3d.github.io/llm-wiki-colab/page/BM25-Energy-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Chain-Sanity-Test-Harness>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift-Paper-Direction>,
        <https://la3d.github.io/llm-wiki-colab/page/Experiment-Specification>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/HotpotQA-Benchmark>,
        <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial>,
        <https://la3d.github.io/llm-wiki-colab/page/MiniLM-Embeddings>,
        <https://la3d.github.io/llm-wiki-colab/page/MuSiQue-PoC-Results>,
        <https://la3d.github.io/llm-wiki-colab/page/Named-Entity-Concept-Extraction>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability>,
        <https://la3d.github.io/llm-wiki-colab/page/Softmax-Normalization>,
        <https://la3d.github.io/llm-wiki-colab/page/Three-Retrieval-Modes>,
        <https://la3d.github.io/llm-wiki-colab/page/Trajectory-Length-Argument> ;
    llm-wiki-colab:related <https://la3d.github.io/llm-wiki-colab/page/Energy-Based-Drift>,
        <https://la3d.github.io/llm-wiki-colab/page/Heterogeneous-Graph>,
        <https://la3d.github.io/llm-wiki-colab/page/Path-Length-Decomposition>,
        <https://la3d.github.io/llm-wiki-colab/page/Restart-Probability> ;
    llm-wiki-colab:tag "algorithm",
        "markov-chain",
        "retrieval" ;
    llm-wiki-colab:up <https://la3d.github.io/llm-wiki-colab/page/Markov-Retrieval-Tutorial> .