Pith Number

pith:NKFJQDTM

pith:2025:NKFJQDTMOVTBHZU5SQV5POY4LO

not attested not anchored not stored refs pending

T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling

Jiajie Zhang, Jie Tang, Juanzi Li, Rui Lu, Xin Lv, Yujiang Li, Yuxiao Dong, Zhenyu Hou, Zijun Yao

arxiv:2501.11651 v2 · 2025-01-20 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{NKFJQDTMOVTBHZU5SQV5POY4LO}

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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

10 papers in Pith

Mitigating Factual Hallucination in Large Reasoning Models via Mixed-Mode Advantage Regularization

SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training

Breaking $\textit{Winner-Takes-All}$: Cooperative Policy Optimization Improves Diverse LLM Reasoning

SAGE: Shaping Anchors for Guided Exploration in RLVR of LLMs

EEPO: Exploration-Enhanced Policy Optimization via Sample-Then-Forget

Receipt and verification

First computed	2026-07-05T11:20:49.855663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a8a980e6c756613e69d942bd7bb1c5b851b4eac9396b4018ef881ff40937a69

Aliases

arxiv: 2501.11651 · arxiv_version: 2501.11651v2 · doi: 10.48550/arxiv.2501.11651 · pith_short_12: NKFJQDTMOVTB · pith_short_16: NKFJQDTMOVTBHZU5 · pith_short_8: NKFJQDTM

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/NKFJQDTMOVTBHZU5SQV5POY4LO \
  | 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: 6a8a980e6c756613e69d942bd7bb1c5b851b4eac9396b4018ef881ff40937a69

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81b3fb41acecd9f74f2fd42a2728a8ca717380f4b45fc230e658f500327a6f03",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-20T18:33:33Z",
    "title_canon_sha256": "f28df3ee434cbda6af1645b07025d1f223d5425f4019ac8111a97cfb28b63f0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.11651",
    "kind": "arxiv",
    "version": 2
  }
}