Pith Number

pith:YMRDBEDM

pith:2023:YMRDBEDMMNCEHDMYHLB2AXLRXY

not attested not anchored not stored refs pending

An Empirical Study of Scaling Instruct-Tuned Large Multimodal Models

Chunyuan Li, Haotian Liu, Jianfeng Gao, Jianwei Yang, Yadong Lu, Yelong Shen

arxiv:2309.09958 v1 · 2023-09-18 · cs.CV · cs.CL

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\usepackage{pith}
\pithnumber{YMRDBEDMMNCEHDMYHLB2AXLRXY}

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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

5 papers in Pith

Balancing Image Compression and Generation with Bootstrapped Tokenization

A Survey on Multimodal Large Language Models

Aligning Large Multimodal Models with Factually Augmented RLHF

InternVL: Scaling up Vision Foundation Models and Aligning for Generic Visual-Linguistic Tasks

Improved Baselines with Visual Instruction Tuning

Receipt and verification

First computed	2026-07-05T06:51:47.144925Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c32230906c6344438d983ac3a05d71be0f2e2ad22fa5cc72c108aac40a86e30a

Aliases

arxiv: 2309.09958 · arxiv_version: 2309.09958v1 · doi: 10.48550/arxiv.2309.09958 · pith_short_12: YMRDBEDMMNCE · pith_short_16: YMRDBEDMMNCEHDMY · pith_short_8: YMRDBEDM

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/YMRDBEDMMNCEHDMYHLB2AXLRXY \
  | 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: c32230906c6344438d983ac3a05d71be0f2e2ad22fa5cc72c108aac40a86e30a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9fe87f797d685fdcad77dd4f6d8ced98e5d83468de301632e28f0f98bc75239",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-09-18T17:30:46Z",
    "title_canon_sha256": "2567e7dedbef3a20c7e8bac2b28ec009be7db053543f68c9887658072614d6bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.09958",
    "kind": "arxiv",
    "version": 1
  }
}