Pith Number

pith:QJIWELKM

pith:2024:QJIWELKM5ZWEVAECOVRKETVLOC

not attested not anchored not stored refs pending

The Good, The Bad, and The Greedy: Evaluation of LLMs Should Not Ignore Non-Determinism

Bill Yuchen Lin, Guoyin Wang, Sujian Li, Yifan Song

arxiv:2407.10457 v1 · 2024-07-15 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QJIWELKM5ZWEVAECOVRKETVLOC}

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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

5 papers in Pith

Verified Detection and Prevention of Concurrency Anomalies in Multi-Agent Large Language Model Systems

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Introducing Background Temperature to Characterise Hidden Randomness in Large Language Models

Cross-Model Consistency of AI-Generated Exercise Prescriptions: A Repeated Generation Study Across Three Large Language Models

LLM-based Generation of Semantically Diverse and Realistic Domain Model Instances

Receipt and verification

First computed	2026-07-05T08:43:59.811741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8251622d4cee6c4a80827562a24eab70aa139a0ec46137e7954678817851c034

Aliases

arxiv: 2407.10457 · arxiv_version: 2407.10457v1 · doi: 10.48550/arxiv.2407.10457 · pith_short_12: QJIWELKM5ZWE · pith_short_16: QJIWELKM5ZWEVAEC · pith_short_8: QJIWELKM

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/QJIWELKM5ZWEVAECOVRKETVLOC \
  | 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: 8251622d4cee6c4a80827562a24eab70aa139a0ec46137e7954678817851c034

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ae8a01668ac6da75d58be818805384855d0af4b067e0e756cbc76d3fe39e17b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-15T06:12:17Z",
    "title_canon_sha256": "e8241db3ddd52ad5ee88d9a3afc4ef892a788372e14b1ffeb8188882ea9e6a49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10457",
    "kind": "arxiv",
    "version": 1
  }
}