Pith Number

pith:MURRQ7E7

pith:2025:MURRQ7E7MFITX7SSXY4IXZAUDL

not attested not anchored not stored refs pending

No Free Lunch: Rethinking Internal Feedback for LLM Reasoning

Chen Wang, Haoxiang Guan, Jiyan He, Shuxin Zheng, Yanzhi Zhang, Yilin Cheng, Yitong Duan, Yue Wang, Zhaoxi Zhang

arxiv:2506.17219 v2 · 2025-06-20 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MURRQ7E7MFITX7SSXY4IXZAUDL}

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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

11 papers in Pith

Be Your Own Teacher: Steering Protein Language Models via Unsupervised Reward Optimization

Continual Self-Improvement with Lightweight Experiential Latent Memories

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

Trust Region On-Policy Distillation

VI-CuRL: Stabilizing Verifier-Independent RL Reasoning via Confidence-Guided Variance Reduction

Receipt and verification

First computed	2026-07-05T11:26:53.204077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6523187c9f61513bfe52be388be4141acc9fb012c08e14683b0a7310159e4346

Aliases

arxiv: 2506.17219 · arxiv_version: 2506.17219v2 · doi: 10.48550/arxiv.2506.17219 · pith_short_12: MURRQ7E7MFIT · pith_short_16: MURRQ7E7MFITX7SS · pith_short_8: MURRQ7E7

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/MURRQ7E7MFITX7SSXY4IXZAUDL \
  | 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: 6523187c9f61513bfe52be388be4141acc9fb012c08e14683b0a7310159e4346

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dfa62e1dac985fcd404c1c6ed1d76156ed71e011f6d0f74acabd2f99993731e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-20T17:59:52Z",
    "title_canon_sha256": "6b8d74f1b4dc4771eb1d63a620885501ef5467749fdf6a21656873a9f65d9777"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17219",
    "kind": "arxiv",
    "version": 2
  }
}