Pith Number

pith:CMTADOIO

pith:2025:CMTADOIODTHFI4XHQRU35DAEDF

not attested not anchored not stored refs pending

Answer Matching Outperforms Multiple Choice for Language Model Evaluation

Ameya Prabhu, Jonas Geiping, Moritz Hardt, Nikhil Chandak, Shashwat Goel

arxiv:2507.02856 v1 · 2025-07-03 · cs.CL · cs.AI · 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{CMTADOIODTHFI4XHQRU35DAEDF}

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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

7 papers in Pith

HelpBench: Assessing the Ability of LLMs to Provide Privacy, Safety, and Security Advice

Storyline Trees: Hierarchical Representations for Long-Form Narratives

Improving Cross-Format Robustness in Language Models with Multi-Format Training

Are We Evaluating Knowledge or Phrasing? Mitigating MCQA Sensitivity with ParaEval

Correct Looks Better: Pairwise Comparisons Reveal Accuracy Rankings

Receipt and verification

First computed	2026-07-05T11:31:35.400545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

132601b90e1cce5472e78469be8c04194bc0b4de91ec2703c10af7671460034b

Aliases

arxiv: 2507.02856 · arxiv_version: 2507.02856v1 · doi: 10.48550/arxiv.2507.02856 · pith_short_12: CMTADOIODTHF · pith_short_16: CMTADOIODTHFI4XH · pith_short_8: CMTADOIO

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/CMTADOIODTHFI4XHQRU35DAEDF \
  | 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: 132601b90e1cce5472e78469be8c04194bc0b4de91ec2703c10af7671460034b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dbc0c111c2d2f9f417aeb73bd53d3bf99b10b87ed364ba6348c166b647695c3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-03T17:59:02Z",
    "title_canon_sha256": "e484311a96b94df1e142d2fa6299c7e3db7a48ba4f8916fcadd294968e161d1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02856",
    "kind": "arxiv",
    "version": 1
  }
}