Pith Number

pith:QUJ4RH3B

pith:2025:QUJ4RH3B5GSJU2XGIGV3UO37JO

not attested not anchored not stored refs pending

SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning

Hengyuan Zhang, Weizhu Chen, Xiao Liang, Yang Wang, Yelong Shen, Yeyun Gong, Ying Nian Wu, Zhong-Zhi Li

arxiv:2506.08989 v1 · 2025-06-10 · cs.LG · 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{QUJ4RH3B5GSJU2XGIGV3UO37JO}

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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

9 papers in Pith

From Solvers to Research: Large Language Model-Driven Formal Mathematics at the Research Frontier

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

A Survey of Reinforcement Learning for Large Reasoning Models

SCALER:Synthetic Scalable Adaptive Learning Environment for Reasoning

Receipt and verification

First computed	2026-07-05T11:19:16.493024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8513c89f61e9a49a6ae641abba3b7f4b92a49d93c12f41dbf57255a5ee544bd4

Aliases

arxiv: 2506.08989 · arxiv_version: 2506.08989v1 · doi: 10.48550/arxiv.2506.08989 · pith_short_12: QUJ4RH3B5GSJ · pith_short_16: QUJ4RH3B5GSJU2XG · pith_short_8: QUJ4RH3B

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/QUJ4RH3B5GSJU2XGIGV3UO37JO \
  | 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: 8513c89f61e9a49a6ae641abba3b7f4b92a49d93c12f41dbf57255a5ee544bd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40ebdf4b23742e51aac502484aee55a91f6818496defc8636ba3c2bcddf256f2",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T17:02:00Z",
    "title_canon_sha256": "470eeade7f005568053f9606b59a101d157b87f939b33f6cb6b1c600c7387ac7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08989",
    "kind": "arxiv",
    "version": 1
  }
}