Pith Number

pith:JS3MJM26

pith:2024:JS3MJM26KVFOSYMFQCH674OQPO

not attested not anchored not stored refs pending

Order Matters: Exploring Order Sensitivity in Multimodal Large Language Models

Tong Mo, Weiping Li, Xu Chu, Zhijie Tan

arxiv:2410.16983 v1 · 2024-10-22 · cs.AI

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\usepackage{pith}
\pithnumber{JS3MJM26KVFOSYMFQCH674OQPO}

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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

6 papers in Pith

Same Evidence, Different Answer: Auditing Order Sensitivity in Multimodal Large Language Models

Detecting Differences Is Not Understanding Structure: Large Language Models Fail at Graph Isomorphism

Lost at the End: Primacy Bias in Multimodal Retrieval-Augmented Question Answering

MetaRA: Metamorphic Robustness Assessment for Multimodal Large Language Model-based Visual Question Answering Systems

Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization

Receipt and verification

First computed	2026-07-05T09:24:09.779098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4cb6c4b35e554ae96185808feff1d07b9064972d4c7b0d814ddfd59ae3c36c8a

Aliases

arxiv: 2410.16983 · arxiv_version: 2410.16983v1 · doi: 10.48550/arxiv.2410.16983 · pith_short_12: JS3MJM26KVFO · pith_short_16: JS3MJM26KVFOSYMF · pith_short_8: JS3MJM26

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/JS3MJM26KVFOSYMFQCH674OQPO \
  | 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: 4cb6c4b35e554ae96185808feff1d07b9064972d4c7b0d814ddfd59ae3c36c8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16b425f12a615573dd7c23562cb8cbbcbdabaa2db67f357a045fad04cd325622",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-22T13:05:11Z",
    "title_canon_sha256": "cfad4979c3fa6fac752349f2e128693c5c608cd880626b198c48a832fb0ab522"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16983",
    "kind": "arxiv",
    "version": 1
  }
}