Pith Number

pith:B7E5CCZT

pith:2025:B7E5CCZTPTYYIJMAZUWCLYFJVP

not attested not anchored not stored refs pending

MM-RLHF: The Next Step Forward in Multimodal LLM Alignment

Bin Wen, Chaoyou Fu, Di Zhang, Fan Yang, Haochen Tian, Huanyu Zhang, Jianshu Zeng, Junkang Wu, Liang Wang, Peiyan Li, Rong Jin, Tao Yu, Tieniu Tan, Tingting Gao, Wulin Xie, Xue Wang, Yang Shi, Yibo Hu, Yi-Fan Zhang, Zhang Zhang

arxiv:2502.10391 v1 · 2025-02-14 · cs.CL · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B7E5CCZTPTYYIJMAZUWCLYFJVP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

12 papers in Pith

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Constitutional On-Policy Safe Distillation

Toward Native Multimodal Modeling: A Roadmap

LatentOmni: Rethinking Omni-Modal Understanding via Unified Audio-Visual Latent Reasoning

Receipt and verification

First computed	2026-07-05T10:14:33.342669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fc9d10b337cf1842580cd2c25e0a9abcd1e53f675e2ad1d5110b826da81cff8

Aliases

arxiv: 2502.10391 · arxiv_version: 2502.10391v1 · doi: 10.48550/arxiv.2502.10391 · pith_short_12: B7E5CCZTPTYY · pith_short_16: B7E5CCZTPTYYIJMA · pith_short_8: B7E5CCZT

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/B7E5CCZTPTYYIJMAZUWCLYFJVP \
  | 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: 0fc9d10b337cf1842580cd2c25e0a9abcd1e53f675e2ad1d5110b826da81cff8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "880d0a2188ab199f11fcbb7c75e77abf0786be3acca58013864d2e23170cb6a5",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-14T18:59:51Z",
    "title_canon_sha256": "ace61238885667c876e75c9e84823fd50767ffaa5e55372c0766b1ccc08ca04a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.10391",
    "kind": "arxiv",
    "version": 1
  }
}