Pith Number

pith:XFHG77LL

pith:2023:XFHG77LLBFGKRFPMFFIOXI4WBN

not attested not anchored not stored refs pending

Knowledge Solver: Teaching LLMs to Search for Domain Knowledge from Knowledge Graphs

Chao Feng, Xinyu Zhang, Zichu Fei

arxiv:2309.03118 v1 · 2023-09-06 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XFHG77LLBFGKRFPMFFIOXI4WBN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Autofocus Retrieval: An Effective Pipeline for Multi-Hop Question Answering With Semi-Structured Knowledge

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Distilling Long-CoT Reasoning through Collaborative Step-wise Multi-Teacher Decoding

EHRAG: Bridging Semantic Gaps in Lightweight GraphRAG via Hybrid Hypergraph Construction and Retrieval

Receipt and verification

First computed	2026-07-05T06:48:21.147609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b94e6ffd6b094ca895ec2950eba3960b4bdf6c6c760a55d8e10f78b86f2fc47f

Aliases

arxiv: 2309.03118 · arxiv_version: 2309.03118v1 · doi: 10.48550/arxiv.2309.03118 · pith_short_12: XFHG77LLBFGK · pith_short_16: XFHG77LLBFGKRFPM · pith_short_8: XFHG77LL

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/XFHG77LLBFGKRFPMFFIOXI4WBN \
  | 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: b94e6ffd6b094ca895ec2950eba3960b4bdf6c6c760a55d8e10f78b86f2fc47f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2163ee292d3f5adfc77e2cdeab2f24b8d6dae445e4bf914d58b808069464ec5a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-06T15:55:01Z",
    "title_canon_sha256": "3134696b68e2bc8464de4cef839927b159382ef574639e1b2e166e9ac56e6661"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.03118",
    "kind": "arxiv",
    "version": 1
  }
}