Pith Number

pith:VC2AWZLT

pith:2024:VC2AWZLT7CANCX2VLW62VPZT54

not attested not anchored not stored refs pending

From Intents to Conversations: Generating Intent-Driven Dialogues with Contrastive Learning for Multi-Turn Classification

Bin Fu, Junhua Liu, Kwan Hui Lim, Yong Keat Tan

arxiv:2411.14252 v3 · 2024-11-21 · 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{VC2AWZLT7CANCX2VLW62VPZT54}

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

Deep Learning Approaches for Multimodal Intent Recognition: A Survey

Receipt and verification

First computed	2026-07-05T12:02:37.917182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a8b40b6573f880d15f555dbdaabf33ef2fed4d6ed1756b303e4de9781460b039

Aliases

arxiv: 2411.14252 · arxiv_version: 2411.14252v3 · doi: 10.48550/arxiv.2411.14252 · pith_short_12: VC2AWZLT7CAN · pith_short_16: VC2AWZLT7CANCX2V · pith_short_8: VC2AWZLT

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/VC2AWZLT7CANCX2VLW62VPZT54 \
  | 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: a8b40b6573f880d15f555dbdaabf33ef2fed4d6ed1756b303e4de9781460b039

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c00b97ce5d4509a8ab2e7c0a403a5555554918298c50fb351d7734b64b37143f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-21T15:59:29Z",
    "title_canon_sha256": "1eb09397304795da087f87459bdb69f0f524d7f8324cfec9100062629977f0d9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14252",
    "kind": "arxiv",
    "version": 3
  }
}