Pith Number

pith:PEDOHQUV

pith:2025:PEDOHQUVII2HU5SNFXCIXLGTOK

not attested not anchored not stored refs pending

A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Bo Pang, Caiming Xiong, Doyen Sahoo, HanZe Dong, Jiarui Yao, Junnan Li, Lei Wang, Nan Jiang, Tong Zhang, Wei Xiong, Yuhui Xu

arxiv:2504.11343 v2 · 2025-04-15 · cs.LG · cs.AI · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{PEDOHQUVII2HU5SNFXCIXLGTOK}

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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

26 papers in Pith

RL Post-Training Builds Compositional Reasoning Strategies

What are Key Factors for Updates in RL for LLM Reasoning?

From Reasoning Traces to Reusable Modules: Understanding Compositional Generalization in Language Model Reasoning

DRIFT: Refining Instruction Data via On-Policy Data Attribution

AsyncWebRL: Efficient Asynchronous Reinforcement Learning for Multi-Step Visual Web Agents

Receipt and verification

First computed	2026-07-05T11:20:11.362227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7906e3c29542347a764d2dc48bacd3729be76ac3039d9399da5726f6a41b6208

Aliases

arxiv: 2504.11343 · arxiv_version: 2504.11343v2 · doi: 10.48550/arxiv.2504.11343 · pith_short_12: PEDOHQUVII2H · pith_short_16: PEDOHQUVII2HU5SN · pith_short_8: PEDOHQUV

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/PEDOHQUVII2HU5SNFXCIXLGTOK \
  | 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: 7906e3c29542347a764d2dc48bacd3729be76ac3039d9399da5726f6a41b6208

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12856dad416e61d51a39dd018080245ba9ebe1346b5018e39f7d3ed5ec5f1109",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-15T16:15:02Z",
    "title_canon_sha256": "b9614bf8c6c1274359ef5d71e92d0659f929406ea8ec25e8942f69d6cbdaf043"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.11343",
    "kind": "arxiv",
    "version": 2
  }
}