Pith Number

pith:OJ4INRJC

pith:2024:OJ4INRJCVFVWNF2NGKZ4KOBSRB

not attested not anchored not stored refs pending

How Much Can RAG Help the Reasoning of LLM?

Jiaen Lin, Jingyu Liu, Yong Liu

arxiv:2410.02338 v2 · 2024-10-03 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OJ4INRJCVFVWNF2NGKZ4KOBSRB}

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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

8 papers in Pith

Revisiting Chain-of-Thought Reasoning under Limited Supervision: Semi-supervised Chain-of-Thought Learning

Learning to Reason by Analogy via Retrieval-Augmented Reinforcement Fine-Tuning

WebThinker: Empowering Large Reasoning Models with Deep Research Capability

LLMs Should Express Uncertainty Explicitly

Search-o1: Agentic Search-Enhanced Large Reasoning Models

Receipt and verification

First computed	2026-07-05T09:15:59.861325Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

727886c522a96b66974d32b3c53832884ddbac5037b2a967405415f4b88e082f

Aliases

arxiv: 2410.02338 · arxiv_version: 2410.02338v2 · doi: 10.48550/arxiv.2410.02338 · pith_short_12: OJ4INRJCVFVW · pith_short_16: OJ4INRJCVFVWNF2N · pith_short_8: OJ4INRJC

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/OJ4INRJCVFVWNF2NGKZ4KOBSRB \
  | 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: 727886c522a96b66974d32b3c53832884ddbac5037b2a967405415f4b88e082f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f2a42fd5d23bb0046a191433b8727afe0af12f3d530d0a1a33fdf008a648f7c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-03T09:48:09Z",
    "title_canon_sha256": "c0e3f6ce4e8420afe2f6701890826ff89c1a9eae5c23af987e94dec4be51d26f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02338",
    "kind": "arxiv",
    "version": 2
  }
}