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Pith
Pith Number

pith:HTKSPF5H

pith:2024:HTKSPF5HNR6LGGFB6JZGXUNLDY
not attested not anchored not stored refs pending

Think Thrice Before You Act: Progressive Thought Refinement in Large Language Models

Aili Chen, Chengyu Du, Haokun Zhao, Haoran Guo, Jiaqing Liang, Jinyi Han, Liangyue Li, Qianyu He, Sirui Xia, Yanghua Xiao, Yizhou Ying, Zulong Chen

arxiv:2410.13413 v1 · 2024-10-17 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{HTKSPF5HNR6LGGFB6JZGXUNLDY}

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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.
Receipt and verification
First computed 2026-07-05T09:22:00.586885Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3cd52797a76c7cb318a1f2726bd1ab1e077dedb80dace38def8e19b9c84f1a40

Aliases

arxiv: 2410.13413 · arxiv_version: 2410.13413v1 · doi: 10.48550/arxiv.2410.13413 · pith_short_12: HTKSPF5HNR6L · pith_short_16: HTKSPF5HNR6LGGFB · pith_short_8: HTKSPF5H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HTKSPF5HNR6LGGFB6JZGXUNLDY \
  | 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: 3cd52797a76c7cb318a1f2726bd1ab1e077dedb80dace38def8e19b9c84f1a40
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e4b6b3181fa1f98b337ad78b1cce3cffc68e3c96ddc6eead1c13c10fc2f04790",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-17T10:23:24Z",
    "title_canon_sha256": "8748357ae353b227ce3e40575326b96935f65b682c0109a3403816d9b0252e4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.13413",
    "kind": "arxiv",
    "version": 1
  }
}