Pith Number

pith:H7YCQHAU

pith:2025:H7YCQHAU7JQZ44XIG6WHEPF6IK

not attested not anchored not stored refs pending

Advancing Mathematical Reasoning in Language Models: The Impact of Problem-Solving Data, Data Synthesis Methods, and Training Stages

Mi Tian, Qing Tong, Tianqiao Liu, Weiqi Luo, Zitao Liu, Zui Chen

arxiv:2501.14002 v3 · 2025-01-23 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{H7YCQHAU7JQZ44XIG6WHEPF6IK}

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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

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T10:37:43.450343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ff0281c14fa619e72e837ac723cbe428d3aaecda0c012f56345294aada81de0

Aliases

arxiv: 2501.14002 · arxiv_version: 2501.14002v3 · doi: 10.48550/arxiv.2501.14002 · pith_short_12: H7YCQHAU7JQZ · pith_short_16: H7YCQHAU7JQZ44XI · pith_short_8: H7YCQHAU

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/H7YCQHAU7JQZ44XIG6WHEPF6IK \
  | 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: 3ff0281c14fa619e72e837ac723cbe428d3aaecda0c012f56345294aada81de0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "de9f6a9db24ab024bf8f9d105274ed769a7981cf0cfe44840cd4f50d5c028048",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-23T12:14:57Z",
    "title_canon_sha256": "9fcfa235bcd95ec1a8df3a0f4d7630bb2a29fd4e5f8c6eed43947ef7a7d49b27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14002",
    "kind": "arxiv",
    "version": 3
  }
}