Pith Number

pith:OGKJOJWK

pith:2024:OGKJOJWKBF6PLKAIURSXCZ74YQ

not attested not anchored not stored refs pending

Efficient Self-Improvement in Multimodal Large Language Models: A Model-Level Judge-Free Approach

Ajinkya Kale, Daniel Miranda, Kun Wan, Shijian Deng, Wentian Zhao, Yapeng Tian, Yu-Jhe Li

arxiv:2411.17760 v1 · 2024-11-26 · cs.CL · cs.AI · cs.CV · 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{OGKJOJWKBF6PLKAIURSXCZ74YQ}

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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

Visual Preference Optimization with Rubric Rewards

Receipt and verification

First computed	2026-07-05T09:41:06.385745Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71949726ca097cf5a808a4657167fcc41fd5424a0eb12606445b2732b5186b90

Aliases

arxiv: 2411.17760 · arxiv_version: 2411.17760v1 · doi: 10.48550/arxiv.2411.17760 · pith_short_12: OGKJOJWKBF6P · pith_short_16: OGKJOJWKBF6PLKAI · pith_short_8: OGKJOJWK

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/OGKJOJWKBF6PLKAIURSXCZ74YQ \
  | 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: 71949726ca097cf5a808a4657167fcc41fd5424a0eb12606445b2732b5186b90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2f510135247e53281249ebf044c71ac7b5e748d3cbcbd542ff3cb8457372616",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-26T00:44:37Z",
    "title_canon_sha256": "2e11edaa6a9dd608fa69d680d0470b033f2e914bc8306f53543e1edf0a556b12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17760",
    "kind": "arxiv",
    "version": 1
  }
}