Pith Number

pith:ICL5P7LY

pith:2024:ICL5P7LY6GM4EBISHVHITLFVIC

not attested not anchored not stored refs pending

Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment

An Zhang, Chenhang Cui, Gelei Deng, Huaxiu Yao, Tat-Seng Chua, Yiyang Zhou, Zhaorun Chen

arxiv:2410.14148 v4 · 2024-10-18 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{ICL5P7LY6GM4EBISHVHITLFVIC}

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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

Analyzing and Improving Fine-grained Preference Optimization in Medical LVLMs

Can Textual Reasoning Improve the Performance of MLLMs on Fine-grained Visual Classification?

Receipt and verification

First computed	2026-07-05T10:51:26.752083Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4097d7fd78f199c205123d4e89acb5409b0c5566446afa744179aea5912de5ec

Aliases

arxiv: 2410.14148 · arxiv_version: 2410.14148v4 · doi: 10.48550/arxiv.2410.14148 · pith_short_12: ICL5P7LY6GM4 · pith_short_16: ICL5P7LY6GM4EBIS · pith_short_8: ICL5P7LY

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/ICL5P7LY6GM4EBISHVHITLFVIC \
  | 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: 4097d7fd78f199c205123d4e89acb5409b0c5566446afa744179aea5912de5ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36c44db0a954eba45d64da8ff0f2e57fc8051a47846109a4df90272a1ab7fdd4",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-18T03:34:32Z",
    "title_canon_sha256": "e8a1d69643f2ca6374042d6b3a178ef887dabf93752e107d3df4f965a84dffcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.14148",
    "kind": "arxiv",
    "version": 4
  }
}