Pith Number

pith:PRQAAYPX

pith:2024:PRQAAYPX54YAFVOXPHRFDVLH7Z

not attested not anchored not stored refs pending

ConvBench: A Multi-Turn Conversation Evaluation Benchmark with Hierarchical Capability for Large Vision-Language Models

Chuanhao Li, Hao Zhang, Kaining Ying, Kaipeng Zhang, Ping Luo, Shuo Liu, Tianle Zhang, Wenqi Shao, Yue Yang, Yu Qiao, Yuqi Lin

arxiv:2403.20194 v2 · 2024-03-29 · cs.MM

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\usepackage{pith}
\pithnumber{PRQAAYPX54YAFVOXPHRFDVLH7Z}

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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

Advancing Creative Physical Intelligence in Large Multimodal Models

FLARE: Fully Integration of Vision-Language Representations for Deep Cross-Modal Understanding

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

When Attention Closes: How LLMs Lose the Thread in Multi-Turn Interaction

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites

Receipt and verification

First computed	2026-07-05T08:11:58.745728Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c600061f7ef3002d5d779e251d567fe4aa765149b810be2ab6f9b4dd8fb2552

Aliases

arxiv: 2403.20194 · arxiv_version: 2403.20194v2 · doi: 10.48550/arxiv.2403.20194 · pith_short_12: PRQAAYPX54YA · pith_short_16: PRQAAYPX54YAFVOX · pith_short_8: PRQAAYPX

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/PRQAAYPX54YAFVOXPHRFDVLH7Z \
  | 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: 7c600061f7ef3002d5d779e251d567fe4aa765149b810be2ab6f9b4dd8fb2552

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a01a8777a40117b1b8a255e8492ae4e84fe3a2d442b732ed3772e0b3f60ff5d5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MM",
    "submitted_at": "2024-03-29T14:15:12Z",
    "title_canon_sha256": "eb2804330501ca809ed29886ac377091d61eabcc749a5509f2f8da4f9f99dddc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.20194",
    "kind": "arxiv",
    "version": 2
  }
}