Pith Number

pith:T7QDYPWW

pith:2023:T7QDYPWWOUNP4UH4OEBW5VRUOM

not attested not anchored not stored refs pending

InstructTODS: Large Language Models for End-to-End Task-Oriented Dialogue Systems

Bryan Wilie, Holy Lovenia, Pascale Fung, Samuel Cahyawijaya, Willy Chung

arxiv:2310.08885 v1 · 2023-10-13 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T7QDYPWWOUNP4UH4OEBW5VRUOM}

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

GEM: Graph-Enhanced Mixture-of-Experts with ReAct Agents for Dialogue State Tracking

Receipt and verification

First computed	2026-07-05T07:00:36.337616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fe03c3ed6751afe50fc71036ed63473347837d8775b36db53eee910c84ff902

Aliases

arxiv: 2310.08885 · arxiv_version: 2310.08885v1 · doi: 10.48550/arxiv.2310.08885 · pith_short_12: T7QDYPWWOUNP · pith_short_16: T7QDYPWWOUNP4UH4 · pith_short_8: T7QDYPWW

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/T7QDYPWWOUNP4UH4OEBW5VRUOM \
  | 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: 9fe03c3ed6751afe50fc71036ed63473347837d8775b36db53eee910c84ff902

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7609228f711ee84b336a4199991843589c5d5bf97312524e34513ed2fda9c2ac",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-13T06:36:26Z",
    "title_canon_sha256": "6ef71a260729c11b5a634876cad5a5e5ef1519515909750e07f476cbcdcf6902"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08885",
    "kind": "arxiv",
    "version": 1
  }
}