Pith Number

pith:JIT7QKCV

pith:2025:JIT7QKCVQAH6DGAZ3AIAJL7YCO

not attested not anchored not stored refs pending

Unveiling Knowledge Utilization Mechanisms in LLM-based Retrieval-Augmented Generation

HaiFeng Wang, Hua Wu, Jing Liu, Ruiyang Ren, Wayne Xin Zhao, Yucheng Wang, Yuhao Wang

arxiv:2505.11995 v1 · 2025-05-17 · cs.CL

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\usepackage{pith}
\pithnumber{JIT7QKCVQAH6DGAZ3AIAJL7YCO}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit

Receipt and verification

First computed	2026-07-05T11:04:56.053199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a27f82855800fe19819d81004aff813aa1396f9fdfe4b1566f54e4f2f42b104

Aliases

arxiv: 2505.11995 · arxiv_version: 2505.11995v1 · doi: 10.48550/arxiv.2505.11995 · pith_short_12: JIT7QKCVQAH6 · pith_short_16: JIT7QKCVQAH6DGAZ · pith_short_8: JIT7QKCV

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/JIT7QKCVQAH6DGAZ3AIAJL7YCO \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4a27f82855800fe19819d81004aff813aa1396f9fdfe4b1566f54e4f2f42b104

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "169bcfab28a538d6651a5231a67816200dba630c1dd14248f44ffd1b8b0f7b0b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-17T13:13:13Z",
    "title_canon_sha256": "d703716820ccbf4716bd3352df24b10cc15a3e3e20b2b1c900cd17b704c4c18b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11995",
    "kind": "arxiv",
    "version": 1
  }
}