Pith. sign in
Pith Number

pith:DB633IRL

pith:2025:DB633IRLEG3Y5PZV6OSLC4ORT4
not attested not anchored not stored refs pending

Spec-TOD: A Specialized Instruction-Tuned LLM Framework for Efficient Task-Oriented Dialogue Systems

Hoang Pham, Khac-Hoai Nam Bui, Quang-Chieu Nguyen, Quang-Vinh Nguyen

arxiv:2507.04841 v1 · 2025-07-07 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DB633IRLEG3Y5PZV6OSLC4ORT4}

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

Receipt and verification
First computed 2026-07-05T11:32:55.108439Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

187dbda22b21b78ebf35f3a4b171d19f0df6762cb918894679cf41d35c84d28d

Aliases

arxiv: 2507.04841 · arxiv_version: 2507.04841v1 · doi: 10.48550/arxiv.2507.04841 · pith_short_12: DB633IRLEG3Y · pith_short_16: DB633IRLEG3Y5PZV · pith_short_8: DB633IRL
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DB633IRLEG3Y5PZV6OSLC4ORT4 \
  | 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: 187dbda22b21b78ebf35f3a4b171d19f0df6762cb918894679cf41d35c84d28d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "491d35ddff134ea9f5fd8d769901e9c923fd6515af01e987d0976c3687061a28",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-07T10:03:20Z",
    "title_canon_sha256": "aa051cf2bff4c75147066013d769640e63b47fc39999091727c1e149474226c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04841",
    "kind": "arxiv",
    "version": 1
  }
}