ipfs_libya_laws_ir / README.md
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Incremental country-laws-ir GraphRAG release for justicedao/ipfs_libya_laws_ir
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metadata
license: other
task_categories:
  - text-retrieval
tags:
  - legal
  - law
  - graphrag
  - bm25
  - research
  - not-legal-advice
  - libya
pretty_name: Libya laws IR (CID-keyed GraphRAG)
size_categories:
  - n<1K
configs:
  - config_name: corpus
    data_files:
      - split: train
        path: data/corpus/*.parquet
  - config_name: bm25_documents
    data_files:
      - split: train
        path: data/bm25/documents/*.parquet
  - config_name: bm25_postings
    data_files:
      - split: train
        path: data/bm25/postings/*.parquet
  - config_name: bm25_keyword_index
    data_files:
      - split: train
        path: indexes/bm25_keyword_shards.parquet
  - config_name: vectors
    data_files:
      - split: train
        path: data/vectors/*.parquet
  - config_name: vector_meta_index
    data_files:
      - split: train
        path: indexes/vector_chunks.parquet
  - config_name: graph_nodes
    data_files:
      - split: train
        path: data/graph/nodes/*.parquet
  - config_name: graph_edges
    data_files:
      - split: train
        path: data/graph/edges/*.parquet
  - config_name: graph_outgoing_adjacency
    data_files:
      - split: train
        path: data/graph/adjacency/out/*.parquet
  - config_name: graph_incoming_adjacency
    data_files:
      - split: train
        path: data/graph/adjacency/in/*.parquet
language:
  - ar
  - en

Libya legislation IR (CID-keyed sparse GraphRAG)

Research retrieval release of endomorphosis/ipfs_libya_laws (revision d46fc6a85eaa4d39efa4aa66c1d6c284a5ab6447) packaged as country-laws-ir-graphrag/v1 (layout family skillcenter-huggingface-release/v3 / publicus-ir).

Not legal advice. This is a research snapshot. The official gazette / authentic source of Libya prevails over this corpus. Retrieved documents and graph edges are retrieval evidence only. No legal text was invented.

Primary key: entry_cid (CIDv1 raw sha2-256 of a canonical identity record). Integer document_index values are compact shard pointers, not identities.

Target Hub id (packaging metadata only): justicedao/ipfs_libya_laws_ir.

Counts

Field Value
Laws (corpus units) 69
Articles (corpus units) 689
Canonical docs 758
BM25 terms 15202
BM25 postings 33741
Graph nodes 975
Graph edges 5306
Vectors 758 × 384-d thenlper/gte-small (embedded)

Canonical fields

entry_cid, law_cid, record_type, jurisdiction, language, instrument_id, instrument_title, article_number, article_title, title, body, source_url, snapshot_date, coverage, license, collector, source_dataset, source_revision.

Unit policy: prefer article/section rows; fall back to law-level when articles.parquet is empty.

Index layout

Zstandard parquet shards with at most 4,096 rows.

  • indexes/bm25_keyword_shards.parquet — lexical term ranges → BM25 posting shards
  • indexes/vector_chunks.parquet — semantic routing centroids (rows sorted by cosine to shard centroid)
  • indexes/corpus_chunks.parquet — document ranges → corpus shards
  • data/graph/nodes / data/graph/edges — property graph
  • data/graph/adjacency/{incoming,outgoing} — score-ordered neighbor pages

BM25: Okapi k1=1.2, b=0.75, title_weight=5, body_weight=1 (FTS5 unicode61-style tokenizer).

Graph: one node per entry_cid plus facet nodes (_facet_cid(kind, value) for jurisdiction, language, instrument, source, status). Neighbor edges BM25_NEIGHBOR_OF (k=8) carry score and matched terms. Structural edges: ARTICLE_OF (article → parent law) when articles exist, plus IDENTIFIED_BY_ELI / IDENTIFIED_BY only when those identifiers are present in the source.

Query

python scripts/query_country_laws_hf.py --local-dir . bm25 "constitution" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . vector "money laundering" --top-k 10
python scripts/query_country_laws_hf.py --local-dir . graph neighbors <entry_cid>

Publish later (operator)

export HF_TOKEN=...   # never commit
hf upload-large-folder justicedao/ipfs_libya_laws_ir . \
  --repo-type dataset --no-private --num-workers 8 \
  --exclude "**/__pycache__/**" --exclude "**/*.pyc"

Provenance

Packaged by country-laws-ir. Upstream collector and official license remain those of endomorphosis/ipfs_libya_laws. CIDs identify local content; they do not prove public IPFS pinning.