Pith Number

pith:NFERE66U

pith:2025:NFERE66U4BBIR2YXI5D7SGTWP3

not attested not anchored not stored refs pending

TestNUC: Enhancing Test-Time Computing Approaches and Scaling through Neighboring Unlabeled Data Consistency

Henry Peng Zou, Kay Liu, Liancheng Fang, Philip S. Yu, Weizhi Zhang, Yangning Li, Yankai Chen, Yibo Wang, Yue Zhou, Zhengyao Gu

arxiv:2502.19163 v2 · 2025-02-26 · cs.CL · cs.AI · cs.IR · 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{NFERE66U4BBIR2YXI5D7SGTWP3}

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

Diagnosing Failures in Large Language Models' Answers: Integrating Error Attribution into Evaluation Framework

Receipt and verification

First computed	2026-07-05T11:13:21.445577Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6949127bd4e04288eb174747f91a767eeae27ffedf0efb92c0a850004dc068ba

Aliases

arxiv: 2502.19163 · arxiv_version: 2502.19163v2 · doi: 10.48550/arxiv.2502.19163 · pith_short_12: NFERE66U4BBI · pith_short_16: NFERE66U4BBIR2YX · pith_short_8: NFERE66U

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/NFERE66U4BBIR2YXI5D7SGTWP3 \
  | 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: 6949127bd4e04288eb174747f91a767eeae27ffedf0efb92c0a850004dc068ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "806fdea60c6d652c79ea5e65b632931bcd6dccb54ff5b138b056e3aae6fa9c7e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T14:17:56Z",
    "title_canon_sha256": "8888f557383ba8a97dc7ecb0c3116b88a98d13d640fa147cad27edd05e958328"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.19163",
    "kind": "arxiv",
    "version": 2
  }
}