Pith Number

pith:IRV77J2I

pith:2024:IRV77J2ISPCJOFNS76PNVLEPBK

not attested not anchored not stored refs pending

Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing

Baolin Peng, Dian Yu, Dong Yu, Haitao Mi, Lifeng Jin, Linfeng Song, Ye Tian

arxiv:2404.12253 v2 · 2024-04-18 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IRV77J2ISPCJOFNS76PNVLEPBK}

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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

6 papers in Pith

Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

Improve Mathematical Reasoning in Language Models by Automated Process Supervision

Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Do Self-Evolving Agents Forget? Capability Degradation and Preservation in Lifelong LLM Agent Adaptation

Receipt and verification

First computed	2026-07-05T09:46:46.386686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

446bffa74893c49715b2ff9edaac8f0a8616e424feaf78052a2795c4c121227c

Aliases

arxiv: 2404.12253 · arxiv_version: 2404.12253v2 · doi: 10.48550/arxiv.2404.12253 · pith_short_12: IRV77J2ISPCJ · pith_short_16: IRV77J2ISPCJOFNS · pith_short_8: IRV77J2I

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/IRV77J2ISPCJOFNS76PNVLEPBK \
  | 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: 446bffa74893c49715b2ff9edaac8f0a8616e424feaf78052a2795c4c121227c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06d18e3e0dfcd076e8cd1cddfa2e3b37fcab24fddd9e5492df35562c32abeef7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-18T15:21:34Z",
    "title_canon_sha256": "6380e221687b39aa968976794c80d96736317ca7afe3c8ca506f9dd3564b1581"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12253",
    "kind": "arxiv",
    "version": 2
  }
}