Pith Number

pith:UWHYQMYT

pith:2023:UWHYQMYTUITQBS3RTGC2MLFPRL

not attested not anchored not stored refs pending

At Which Training Stage Does Code Data Help LLMs Reasoning?

Changjian Wang, Shanshan Li, Yingwei Ma, Yuanliang Zhang, Yue Liu, Yue Yu, Yu Jiang

arxiv:2309.16298 v2 · 2023-09-28 · cs.CL

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\usepackage{pith}
\pithnumber{UWHYQMYTUITQBS3RTGC2MLFPRL}

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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

5 papers in Pith

From Trainee to Trainer: LLM-Designed Training Environment for RL with Multi-Agent Reasoning

Attention Amnesia in Hybrid LLMs: When CoT Fine-Tuning Breaks Long-Range Recall, and How to Fix It

What Really Improves Mathematical Reasoning: Structured Reasoning Signals Beyond Pure Code

Automatic Textbook Formalization

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T06:55:59.920789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a58f883313a22700cb719985a62caf8afecb1b508211ced73b3243da5526501c

Aliases

arxiv: 2309.16298 · arxiv_version: 2309.16298v2 · doi: 10.48550/arxiv.2309.16298 · pith_short_12: UWHYQMYTUITQ · pith_short_16: UWHYQMYTUITQBS3R · pith_short_8: UWHYQMYT

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/UWHYQMYTUITQBS3RTGC2MLFPRL \
  | 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: a58f883313a22700cb719985a62caf8afecb1b508211ced73b3243da5526501c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b88dc3a409d779295e2988ff8c459b08a22d32376c8e43675549c9d4dabf129",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-28T09:50:27Z",
    "title_canon_sha256": "bbc36da54240d4a0d859c7abc9993c5c4c6c60cb72df16128f1fd421b56f617f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.16298",
    "kind": "arxiv",
    "version": 2
  }
}