Pith Number

pith:QWHC4A27

pith:2025:QWHC4A273FH3UY2JDLL44ETSG3

not attested not anchored not stored refs pending

Smooth Operators: LLMs Translating Imperfect Hints into Disfluency-Rich Transcripts

Duygu Altinok

arxiv:2506.18510 v1 · 2025-06-23 · cs.SD · cs.AI · 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{QWHC4A273FH3UY2JDLL44ETSG3}

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

Smooth Operators: LLMs Translating Imperfect Hints into Disfluency-Rich Transcripts

Receipt and verification

First computed	2026-07-05T11:25:51.120098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

858e2e035fd94fba63491ad7ce127236ca701225ddec381944a940b3f7d344fe

Aliases

arxiv: 2506.18510 · arxiv_version: 2506.18510v1 · doi: 10.48550/arxiv.2506.18510 · pith_short_12: QWHC4A273FH3 · pith_short_16: QWHC4A273FH3UY2J · pith_short_8: QWHC4A27

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/QWHC4A273FH3UY2JDLL44ETSG3 \
  | 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: 858e2e035fd94fba63491ad7ce127236ca701225ddec381944a940b3f7d344fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "99de8d4ccbe45dce4ce393d9aa9bdd8f36bff3f93a0e48136890f1e9af3605eb",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "eess.AS"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2025-06-23T11:04:20Z",
    "title_canon_sha256": "ec65b89d2309db18875dd8a99bda84a060e1868346693e54001fe2c1ae099a93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.18510",
    "kind": "arxiv",
    "version": 1
  }
}