Pith Number

pith:NNGOB6WA

pith:2025:NNGOB6WANGI6P5TQQON5AIXEET

not attested not anchored not stored refs pending

Learning to Reason from Feedback at Test-Time

Liwei Wang, Michael Lyu, Yanyang Li

arxiv:2502.15771 v2 · 2025-02-16 · cs.LG · cs.AI · 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{NNGOB6WANGI6P5TQQON5AIXEET}

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

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

Receipt and verification

First computed	2026-07-05T11:11:42.284002Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6b4ce0fac06991e7f670839bd022e424da07ad8a0726c33c4a87ca6808336d80

Aliases

arxiv: 2502.15771 · arxiv_version: 2502.15771v2 · doi: 10.48550/arxiv.2502.15771 · pith_short_12: NNGOB6WANGI6 · pith_short_16: NNGOB6WANGI6P5TQ · pith_short_8: NNGOB6WA

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/NNGOB6WANGI6P5TQQON5AIXEET \
  | 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: 6b4ce0fac06991e7f670839bd022e424da07ad8a0726c33c4a87ca6808336d80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d96f159ee9dba57c77c1bdc11bc633e60175229433523169d19a8e02f9d04306",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-16T11:05:27Z",
    "title_canon_sha256": "e075ad04ce8d99af3aa4935a0a5ff7b5587d02d6e32e533837c07b9a202535aa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15771",
    "kind": "arxiv",
    "version": 2
  }
}