Datasets:

justicedao
/

ipfs_kenya_laws_ir

name: query-hf-graphrag
description: >-
  Query the CID-keyed ipfs_kenya_laws_ir GraphRAG release on Hugging Face with
  bounded BM25, centroid-routed vectors, adjacency neighbors, and graph walks.
  Use when an agent must retrieve lexical, semantic, or graph context without
  downloading the full corpus.

Query ipfs_kenya_laws_ir on Hugging Face

Use the bundled search script. It fetches only the manifest, compact locators, matching posting/vector/adjacency shards, and corpus rows for final hits.

Repository: justicedao/ipfs_kenya_laws_ir. Primary key is entry_cid. Integer document_index is a compact pointer, not an identity.

Research snapshot. Similarity edges cannot establish legal authority.

Choose retrieval

bm25 for citations, docket numbers, quoted terms, and exact names.
vector for paraphrases and topical similarity.
neighbors / walk after you have a node_cid.
Merge BM25 and vector hits on entry_cid. Similarity edges (BM25_NEIGHBOR_OF, EMBEDDING_NEIGHBOR_OF, contains_term) are retrieval proposals only.

BM25

python scripts/query_hf_graphrag.py \
  --repo-id justicedao/ipfs_kenya_laws_ir \
  --revision <pinned-commit> \
  bm25 "clean air act section 111" --top-k 10

Local checkout:

python scripts/query_hf_graphrag.py --local-root . bm25 "clean air act section 111"

Install pyarrow and huggingface_hub. Set HF_TOKEN for private datasets. Always pin --revision for remote queries; never use main.

Neighbors and walks

python scripts/query_hf_graphrag.py --local-root . neighbors <node-cid> --direction both --limit 25
python scripts/query_hf_graphrag.py --local-root . walk <node-cid> --max-depth 2 --max-nodes 100

Inspect fetch_trace. A budget stop is a partial walk, not proof that no further path exists. Treat hits as context_only.

Read references/schema.md for locator and posting contracts.