Pith Number

pith:TY3LLDH2

pith:2025:TY3LLDH2DV2NGCDBIMDYCNMBC2

not attested not anchored not stored refs pending

ContextQFormer: A New Context Modeling Method for Multi-Turn Multi-Modal Conversations

Haitao Leng, Qingjie Liu, Shaoguo Liu, Tingting Gao, Yiming Lei, Yunhong Wang, Zeming Liu, Zhizheng Yang

arxiv:2505.23121 v2 · 2025-05-29 · cs.CL · 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{TY3LLDH2DV2NGCDBIMDYCNMBC2}

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

1 paper in Pith

StochasT: Learning with Stochastic Turn Depth for Visual Instruction Tuning

Receipt and verification

First computed	2026-07-05T11:38:51.561861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e36b58cfa1d74d30861430781358116b79304af7431f34d32824ca6f8619102

Aliases

arxiv: 2505.23121 · arxiv_version: 2505.23121v2 · doi: 10.48550/arxiv.2505.23121 · pith_short_12: TY3LLDH2DV2N · pith_short_16: TY3LLDH2DV2NGCDB · pith_short_8: TY3LLDH2

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/TY3LLDH2DV2NGCDBIMDYCNMBC2 \
  | 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: 9e36b58cfa1d74d30861430781358116b79304af7431f34d32824ca6f8619102

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99e663374a7d8a5014c1025a23916b863c9a60e869bc9073d14fc00aecf1e9c4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-29T05:41:26Z",
    "title_canon_sha256": "7ff074c2efb7d6a4c52e3a0e4a0f72fa5a52911c8049c2f2bfc14225a624947f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23121",
    "kind": "arxiv",
    "version": 2
  }
}