Pith Number

pith:O7QSKCDI

pith:2024:O7QSKCDIU5GUEY56KPQJORHLF3

not attested not anchored not stored refs pending

Enhancing Large Vision Language Models with Self-Training on Image Comprehension

Fan Yin, James Zou, Kai-Wei Chang, Pan Lu, Quanquan Gu, Sheng Shen, Wei Wang, Yihe Deng, Ziniu Hu

arxiv:2405.19716 v2 · 2024-05-30 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{O7QSKCDIU5GUEY56KPQJORHLF3}

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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

3 papers in Pith

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey

From System 1 to System 2: A Survey of Reasoning Large Language Models

Receipt and verification

First computed	2026-07-05T09:39:23.598308Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

77e1250868a74d4263be53e09744eb2ed25f5e8aa0e1f9709216c6d96eee9ba9

Aliases

arxiv: 2405.19716 · arxiv_version: 2405.19716v2 · doi: 10.48550/arxiv.2405.19716 · pith_short_12: O7QSKCDIU5GU · pith_short_16: O7QSKCDIU5GUEY56 · pith_short_8: O7QSKCDI

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/O7QSKCDIU5GUEY56KPQJORHLF3 \
  | 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: 77e1250868a74d4263be53e09744eb2ed25f5e8aa0e1f9709216c6d96eee9ba9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ee3435cfd812f082277ca2fbcad206419ed50b281f10276fdfc4486efc848f5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-30T05:53:49Z",
    "title_canon_sha256": "889e9183b3720f237ff9205feafbe9c1e3b50c1720e129015e7254b861f7bfaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19716",
    "kind": "arxiv",
    "version": 2
  }
}