Pith Number

pith:77G2FJQY

pith:2025:77G2FJQYRV3DUXMP7ET2WYLEWH

not attested not anchored not stored refs pending

Maximizing Confidence Alone Improves Reasoning

Alex Ippoliti, Deepak Pathak, Hao Liu, Katerina Fragkiadaki, Lili Chen, Mihir Prabhudesai

arxiv:2505.22660 v4 · 2025-05-28 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{77G2FJQYRV3DUXMP7ET2WYLEWH}

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

24 papers in Pith

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Cross-lingual Self-Consistency for Multilingual Reasoning with Language Models

Trust Region On-Policy Distillation

Advantage Collapse in Group Relative Policy Optimization: Diagnosis and Mitigation

Receipt and verification

First computed	2026-07-05T11:28:16.921551Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ffcda2a6188d763a5d8ff927ab6164b1f29d2ca89312a3ea935d69d949ca1023

Aliases

arxiv: 2505.22660 · arxiv_version: 2505.22660v4 · doi: 10.48550/arxiv.2505.22660 · pith_short_12: 77G2FJQYRV3D · pith_short_16: 77G2FJQYRV3DUXMP · pith_short_8: 77G2FJQY

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/77G2FJQYRV3DUXMP7ET2WYLEWH \
  | 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: ffcda2a6188d763a5d8ff927ab6164b1f29d2ca89312a3ea935d69d949ca1023

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2a0fa73d4e3a0fbd833fc59feae5fada2c0a254d03040241c7b32ff5e723487",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-28T17:59:37Z",
    "title_canon_sha256": "eb9ed5e636670862faae819e272a7adf2cb1e123c9b6c1477eee363daf8f04d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.22660",
    "kind": "arxiv",
    "version": 4
  }
}