Pith Number

pith:63RDQTHZ

pith:2025:63RDQTHZ3GG6GFHGVBSLATVQMI

not attested not anchored not stored refs pending

Unleashing the Reasoning Potential of Pre-trained LLMs by Critique Fine-Tuning on One Problem

Kai Zou, Lijun Wu, Ping Nie, Wenhu Chen, Yubo Wang

arxiv:2506.03295 v2 · 2025-06-03 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{63RDQTHZ3GG6GFHGVBSLATVQMI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment

Receipt and verification

First computed	2026-07-05T11:16:09.797663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f6e2384cf9d98de314e6a864b04eb0622b08b5451158aead79099fec2b1695bd

Aliases

arxiv: 2506.03295 · arxiv_version: 2506.03295v2 · doi: 10.48550/arxiv.2506.03295 · pith_short_12: 63RDQTHZ3GG6 · pith_short_16: 63RDQTHZ3GG6GFHG · pith_short_8: 63RDQTHZ

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/63RDQTHZ3GG6GFHGVBSLATVQMI \
  | 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: f6e2384cf9d98de314e6a864b04eb0622b08b5451158aead79099fec2b1695bd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb5669e5a22b4b0bd49910573156d1aec18cad25a75de8660e792a43944cf505",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-03T18:35:52Z",
    "title_canon_sha256": "f2a55410e31bf4fe532c797624ffec6c5a1206067436a51d5cd591b1350cd7a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03295",
    "kind": "arxiv",
    "version": 2
  }
}