Pith Number

pith:MLFKAQMA

pith:2025:MLFKAQMAZE45MHW6FGHQKZ2CCP

not attested not anchored not stored refs pending

From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR

Beichen Zhang, Daixuan Cheng, Fei Bai, Jia Deng, Jie Chen, Ji-Rong Wen, Wayne Xin Zhao, Yanzipeng Gao, Yinqian Min, Zhipeng Chen

arxiv:2508.07534 v2 · 2025-08-11 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MLFKAQMAZE45MHW6FGHQKZ2CCP}

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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

3 papers in Pith

A Survey of Reinforcement Learning for Large Reasoning Models

ResRL: Boosting LLM Reasoning via Negative Sample Projection Residual Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:54:50.774164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62caa04180c939d61ede298f05674213c89b17eddbbf3259ddf8da45da1fcdc7

Aliases

arxiv: 2508.07534 · arxiv_version: 2508.07534v2 · doi: 10.48550/arxiv.2508.07534 · pith_short_12: MLFKAQMAZE45 · pith_short_16: MLFKAQMAZE45MHW6 · pith_short_8: MLFKAQMA

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/MLFKAQMAZE45MHW6FGHQKZ2CCP \
  | 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: 62caa04180c939d61ede298f05674213c89b17eddbbf3259ddf8da45da1fcdc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "012f9ec60945ee3573c7a94eb5746e600d3ef5fba066dc6d8fe2676fe402e47b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-11T01:26:16Z",
    "title_canon_sha256": "e24eff13e24dd89753af7249181a7df59f66f032d218cc194459391f4ea7560d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07534",
    "kind": "arxiv",
    "version": 2
  }
}