Pith Number

pith:WPTL5G3O

pith:2024:WPTL5G3OCS64ALTRZRRIRZQDHI

not attested not anchored not stored refs pending

Strengthening Multimodal Large Language Model with Bootstrapped Preference Optimization

Jipeng Zhang, Renjie Pi, Rui Pan, Runtao Liu, Tianyang Han, Tong Zhang, Wei Xiong

arxiv:2403.08730 v2 · 2024-03-13 · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{WPTL5G3OCS64ALTRZRRIRZQDHI}

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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

4 papers in Pith

Deep Pre-Alignment for VLMs

NoisyGRPO: Incentivizing Multimodal CoT Reasoning via Noise Injection and Bayesian Estimation

InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and Output

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

Receipt and verification

First computed	2026-07-05T08:03:49.900114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3e6be9b6e14bdc02e71cc6288e6033a155dfc6ca26dd7a095f54f4840bdd418

Aliases

arxiv: 2403.08730 · arxiv_version: 2403.08730v2 · doi: 10.48550/arxiv.2403.08730 · pith_short_12: WPTL5G3OCS64 · pith_short_16: WPTL5G3OCS64ALTR · pith_short_8: WPTL5G3O

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/WPTL5G3OCS64ALTRZRRIRZQDHI \
  | 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: b3e6be9b6e14bdc02e71cc6288e6033a155dfc6ca26dd7a095f54f4840bdd418

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f3075433cbfa75888ec2293bc60208c0b81d3538efa1f1ab580b5c583b96310",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-13T17:29:45Z",
    "title_canon_sha256": "4ce146cc93c8cd68872c816300b4623fa9f8462e8331782bd635fe998d45ba88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08730",
    "kind": "arxiv",
    "version": 2
  }
}