Pith Number

pith:JVUZA7LW

pith:2026:JVUZA7LWAK3BN2YPOLMPAVUJRP

not attested not anchored not stored refs pending

Proactive for Uncertainty: Cause-Aware Error Diagnosis and Interactive Clarification for Spoken Dialogue Systems

Changsong Liu, Eng Siong Chng, Xie Chen, Yi-Wen Chao, Yizhou Peng, Ziyang Ma

arxiv:2605.25404 v1 · 2026-05-25 · cs.CL · eess.AS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JVUZA7LWAK3BN2YPOLMPAVUJRP}

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.

Receipt and verification

First computed	2026-05-26T02:04:33.074372Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d69907d7602b616eb0f72d8f056898bf02c84d0a0ef1cfd539512055e5e2951

Aliases

arxiv: 2605.25404 · arxiv_version: 2605.25404v1 · doi: 10.48550/arxiv.2605.25404 · pith_short_12: JVUZA7LWAK3B · pith_short_16: JVUZA7LWAK3BN2YP · pith_short_8: JVUZA7LW

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/JVUZA7LWAK3BN2YPOLMPAVUJRP \
  | 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: 4d69907d7602b616eb0f72d8f056898bf02c84d0a0ef1cfd539512055e5e2951

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18f34fb956c36017529402338e350e0f2c075a7c0e9e7c364152f35ce645ae41",
    "cross_cats_sorted": [
      "eess.AS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-25T03:57:38Z",
    "title_canon_sha256": "2d6e5a155776b81af693d60904a85f76c828ea28c421fce84daccbc402310fa9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25404",
    "kind": "arxiv",
    "version": 1
  }
}