Pith Number

pith:MIRUY37R

pith:2024:MIRUY37RVZ7MAN6QMZ7ZLM52LY

not attested not anchored not stored refs pending

Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up

Dehui Du, Hao Zhang, Jiahao Yuan, Usman Naseem, Zixiang Di

arxiv:2410.12323 v3 · 2024-10-16 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MIRUY37RVZ7MAN6QMZ7ZLM52LY}

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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

LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation

Receipt and verification

First computed	2026-07-05T11:09:43.611475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62234c6ff1ae7ec037d0667f95b3ba5e01ce0e32260de8e34d1ed0d5da4a469d

Aliases

arxiv: 2410.12323 · arxiv_version: 2410.12323v3 · doi: 10.48550/arxiv.2410.12323 · pith_short_12: MIRUY37RVZ7M · pith_short_16: MIRUY37RVZ7MAN6Q · pith_short_8: MIRUY37R

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/MIRUY37RVZ7MAN6QMZ7ZLM52LY \
  | 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: 62234c6ff1ae7ec037d0667f95b3ba5e01ce0e32260de8e34d1ed0d5da4a469d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bfde9e86c32aa3911b88487a1de6c3e7afc87734b1616e83a55af40f78fcac6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-16T07:44:28Z",
    "title_canon_sha256": "eef61e2f693409fde3ecf08c4cec56be7de2a650b00c3981fe61471d8b31d18a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12323",
    "kind": "arxiv",
    "version": 3
  }
}