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Pith Number

pith:NQGD7KDQ

pith:2023:NQGD7KDQ2K3VYPYKC6OZGFUOEP
not attested not anchored not stored refs pending

Token-Level Contrastive Learning with Modality-Aware Prompting for Multimodal Intent Recognition

Hanlei Zhang, Hao Li, Hua Xu, Kai Gao, Qianrui Zhou, Xiaohan Zhang, Yifan Wang

arxiv:2312.14667 v2 · 2023-12-22 · cs.MM · cs.LG

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\usepackage{pith}
\pithnumber{NQGD7KDQ2K3VYPYKC6OZGFUOEP}

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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.
Receipt and verification
First computed 2026-07-05T08:28:04.475484Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6c0c3fa870d2b75c3f0a179d93168e23dcc1d419af3c6155d00d135bce86f731

Aliases

arxiv: 2312.14667 · arxiv_version: 2312.14667v2 · doi: 10.48550/arxiv.2312.14667 · pith_short_12: NQGD7KDQ2K3V · pith_short_16: NQGD7KDQ2K3VYPYK · pith_short_8: NQGD7KDQ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/NQGD7KDQ2K3VYPYKC6OZGFUOEP \
  | 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: 6c0c3fa870d2b75c3f0a179d93168e23dcc1d419af3c6155d00d135bce86f731
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0fde443b6ab0089ab86cd78f1c3196da76523b309b1fa037ffcfa8a1df85d1bf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MM",
    "submitted_at": "2023-12-22T13:03:23Z",
    "title_canon_sha256": "222724cea167602cdda366c1516b6af11e3262eaac491a1f24ac9f2151247bcd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.14667",
    "kind": "arxiv",
    "version": 2
  }
}