Pith Number

pith:KYYF72BC

pith:2024:KYYF72BCQZHI3D6VJJ6ZMTZ3UC

not attested not anchored not stored refs pending

From Calculation to Adjudication: Examining LLM judges on Mathematical Reasoning Tasks

Andreas Stephan, Benjamin Roth, Dawei Zhu, Matthias A{\ss}enmacher, Xiaoyu Shen

arxiv:2409.04168 v2 · 2024-09-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{KYYF72BCQZHI3D6VJJ6ZMTZ3UC}

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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

2 papers in Pith

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Rethinking Math Reasoning Evaluation: A Robust LLM-as-a-Judge Framework Beyond Symbolic Rigidity

Receipt and verification

First computed	2026-07-05T11:01:55.581878Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56305fe822864e8d8fd54a7d964f3ba0b0e437b70d3b99882811cd6fae75e936

Aliases

arxiv: 2409.04168 · arxiv_version: 2409.04168v2 · doi: 10.48550/arxiv.2409.04168 · pith_short_12: KYYF72BCQZHI · pith_short_16: KYYF72BCQZHI3D6V · pith_short_8: KYYF72BC

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/KYYF72BCQZHI3D6VJJ6ZMTZ3UC \
  | 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: 56305fe822864e8d8fd54a7d964f3ba0b0e437b70d3b99882811cd6fae75e936

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dac10de4193b0b4567a98a1a2b8e48460209efb6e8d5820f59964b9552dd259e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-06T10:09:41Z",
    "title_canon_sha256": "7bd8ddd6fd11faa9218c2704909927429326b7b4022cf2edc30d5254906ef59f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04168",
    "kind": "arxiv",
    "version": 2
  }
}