Pith Number

pith:CERHYIOY

pith:2024:CERHYIOY7J7MPH23QVZO6XR5TN

not attested not anchored not stored refs pending

Are LLMs Better than Reported? Detecting Label Errors and Mitigating Their Effect on Model Performance

Idan Szpektor, Nitay Calderon, Omer Nahum, Orgad Keller, Roi Reichart

arxiv:2410.18889 v2 · 2024-10-24 · 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{CERHYIOY7J7MPH23QVZO6XR5TN}

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

Empty Shelves or Lost Keys? Recall Is the Bottleneck for Parametric Factuality

Receipt and verification

First computed	2026-07-05T12:10:53.762299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11227c21d8fa7ec79f5b8572ef5e3d9b5e52429c141d5db67c596d9d9891baa5

Aliases

arxiv: 2410.18889 · arxiv_version: 2410.18889v2 · doi: 10.48550/arxiv.2410.18889 · pith_short_12: CERHYIOY7J7M · pith_short_16: CERHYIOY7J7MPH23 · pith_short_8: CERHYIOY

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/CERHYIOY7J7MPH23QVZO6XR5TN \
  | 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: 11227c21d8fa7ec79f5b8572ef5e3d9b5e52429c141d5db67c596d9d9891baa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "180fdcbc94791dd31b44a1bd596dc8a7623040f6ce1a6b435539f1cb3e211a69",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-24T16:27:03Z",
    "title_canon_sha256": "57d2eff12d06f7be84020069276b67f8c6845ec13123c81609d325d1a0e97bfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18889",
    "kind": "arxiv",
    "version": 2
  }
}