Pith Number

pith:EI2CFRHR

pith:2025:EI2CFRHRZN7P2J7IGKLD5AWXQE

not attested not anchored not stored refs pending

ReVISE: Learning to Refine at Test-Time via Intrinsic Self-Verification

Hyunseok Lee, Jaehyung Kim, Jihoon Tack, Jinwoo Shin, Seunghyuk Oh

arxiv:2502.14565 v2 · 2025-02-20 · 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{EI2CFRHRZN7P2J7IGKLD5AWXQE}

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

4 papers in Pith

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

On the Generalization Gap in Self-Evolving Language Model Reasoning

SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation

Internalizing Outcome Supervision into Process Supervision: A New Paradigm for Reinforcement Learning for Reasoning

Receipt and verification

First computed	2026-07-05T11:37:16.141168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

223422c4f1cb7efd27e832963e82d7811953cb547396c92303f439a31586a5f7

Aliases

arxiv: 2502.14565 · arxiv_version: 2502.14565v2 · doi: 10.48550/arxiv.2502.14565 · pith_short_12: EI2CFRHRZN7P · pith_short_16: EI2CFRHRZN7P2J7I · pith_short_8: EI2CFRHR

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/EI2CFRHRZN7P2J7IGKLD5AWXQE \
  | 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: 223422c4f1cb7efd27e832963e82d7811953cb547396c92303f439a31586a5f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a738460b7a5873bb7205189364ecf9467c0662adc784ae0bba2ea4f34fd5d7d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T13:50:02Z",
    "title_canon_sha256": "df887f6724d92b421b21629a3f52cbac49a44edab06be9ddc326e785ae58066f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14565",
    "kind": "arxiv",
    "version": 2
  }
}