Pith Number

pith:VEZXXSFK

pith:2025:VEZXXSFKDO7JHC76AL4HEWS4HC

not attested not anchored not stored refs pending

MMCR: Advancing Visual Language Model in Multimodal Multi-Turn Contextual Reasoning

Chunhua Shen, Dawei Yan, Haokui Zhang, Peng Wang, Qing-Guo Chen, Weihua Luo, Yang Li

arxiv:2503.18533 v1 · 2025-03-24 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VEZXXSFKDO7JHC76AL4HEWS4HC}

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

3 papers in Pith

StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning

MANTA: Multi-turn Assessment for Nonhuman Thinking & Alignment

EpiBench: Benchmarking Multi-turn Research Workflows for Multimodal Agents

Receipt and verification

First computed	2026-07-05T10:38:12.511062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9337bc8aa1bbe938bfe02f8725a5c389162bbbead4eb325258292b35afe53a2

Aliases

arxiv: 2503.18533 · arxiv_version: 2503.18533v1 · doi: 10.48550/arxiv.2503.18533 · pith_short_12: VEZXXSFKDO7J · pith_short_16: VEZXXSFKDO7JHC76 · pith_short_8: VEZXXSFK

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/VEZXXSFKDO7JHC76AL4HEWS4HC \
  | 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: a9337bc8aa1bbe938bfe02f8725a5c389162bbbead4eb325258292b35afe53a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f4d655965787d559516686fb693362628add7889d639d71a85dca1543b85405",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-24T10:40:33Z",
    "title_canon_sha256": "a1db4b9bcd10299b54321d4391cd42d8cd7e3d0f429c81859bdb4908705f3813"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18533",
    "kind": "arxiv",
    "version": 1
  }
}