Pith Number

pith:MDZM7PSW

pith:2024:MDZM7PSWD32LWPINYCQCA2KJR5

not attested not anchored not stored refs pending

Rethinking Generative Large Language Model Evaluation for Semantic Comprehension

Fangyun Wei, Lin Luo, Xi Chen

arxiv:2403.07872 v1 · 2024-03-12 · 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{MDZM7PSWD32LWPINYCQCA2KJR5}

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

The Non-Determinism of Small LLMs: Evidence of Low Answer Consistency in Repetition Trials of Standard Multiple-Choice Benchmarks

Receipt and verification

First computed	2026-07-05T07:55:16.710763Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60f2cfbe561ef4bb3d0dc0a02069498f637109a14c4395934e60410992247e72

Aliases

arxiv: 2403.07872 · arxiv_version: 2403.07872v1 · doi: 10.48550/arxiv.2403.07872 · pith_short_12: MDZM7PSWD32L · pith_short_16: MDZM7PSWD32LWPIN · pith_short_8: MDZM7PSW

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/MDZM7PSWD32LWPINYCQCA2KJR5 \
  | 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: 60f2cfbe561ef4bb3d0dc0a02069498f637109a14c4395934e60410992247e72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9a6485e80bd97193bf30259a245f3e735ea9669534f1d77987afe8903ff6b2f8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-12T17:59:48Z",
    "title_canon_sha256": "a76e6957834d439f8372888c17579c6e6b41b4070c7b5a00a024f47e52cf0d3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.07872",
    "kind": "arxiv",
    "version": 1
  }
}