Pith Number

pith:CA4TMG6P

pith:2024:CA4TMG6PFOFJ5ZPATV2PNUD7RP

not attested not anchored not stored refs pending

Rethinking Chain-of-Thought from the Perspective of Self-Training

Baoduo Xu, Lei Feng, Mengmeng Zhan, Ruochen Cui, Xiaofeng Zhu, Zongqian Wu

arxiv:2412.10827 v4 · 2024-12-14 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{CA4TMG6PFOFJ5ZPATV2PNUD7RP}

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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

2 papers in Pith

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

What Does Chain-of-Thought Contribute at Probe Time? Evidence for Local Co-Occurrence Activation

Receipt and verification

First computed	2026-07-05T11:09:05.349013Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1039361bcf2b8a9ee5e09d74f6d07f8bd305edf1adc87098ecde674d4f2013af

Aliases

arxiv: 2412.10827 · arxiv_version: 2412.10827v4 · doi: 10.48550/arxiv.2412.10827 · pith_short_12: CA4TMG6PFOFJ · pith_short_16: CA4TMG6PFOFJ5ZPA · pith_short_8: CA4TMG6P

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/CA4TMG6PFOFJ5ZPATV2PNUD7RP \
  | 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: 1039361bcf2b8a9ee5e09d74f6d07f8bd305edf1adc87098ecde674d4f2013af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96edc6a5e17f81a4bc28cb6efffc521577a6c6172fb83b2346358d6d0d6fd2c9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-14T13:12:50Z",
    "title_canon_sha256": "332da2da2f2d7991d9269f739d313de090ceef9669418dc6203fa9152ad8e6a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10827",
    "kind": "arxiv",
    "version": 4
  }
}