Pith Number

pith:T6UXLZHD

pith:2023:T6UXLZHDGTWI3HI42B2GH6SFHR

not attested not anchored not stored refs pending

A Closer Look into Automatic Evaluation Using Large Language Models

Cheng-Han Chiang, Hung-yi Lee

arxiv:2310.05657 v1 · 2023-10-09 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T6UXLZHDGTWI3HI42B2GH6SFHR}

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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

4 papers in Pith

DoLa: Decoding by Contrasting Layers Improves Factuality in Large Language Models

PEEM: Prompt Engineering Evaluation Metrics for Interpretable Joint Evaluation of Prompts and Responses

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

Towards Annotation-Free Validation of MLLMs: A Vision-Language Logical Consistency Metric

Receipt and verification

First computed	2026-07-05T06:58:48.164986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fa975e4e334ec8d9d1cd07463fa453c58b2b926d57a3a7f0834963f82c3e02f

Aliases

arxiv: 2310.05657 · arxiv_version: 2310.05657v1 · doi: 10.48550/arxiv.2310.05657 · pith_short_12: T6UXLZHDGTWI · pith_short_16: T6UXLZHDGTWI3HI4 · pith_short_8: T6UXLZHD

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/T6UXLZHDGTWI3HI42B2GH6SFHR \
  | 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: 9fa975e4e334ec8d9d1cd07463fa453c58b2b926d57a3a7f0834963f82c3e02f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34a995ca466bd152b5fddf47593e150bdbc6d0c33688a7db1d150676159ce20f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-09T12:12:55Z",
    "title_canon_sha256": "f9bf1957689d01899db0b5532d89b6a8531939a112cc8227701236e3ed4228eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05657",
    "kind": "arxiv",
    "version": 1
  }
}