Pith Number

pith:CNAOYMRK

pith:2023:CNAOYMRK6GYPXBQXOJN65V3D4J

not attested not anchored not stored refs pending

User Simulation with Large Language Models for Evaluating Task-Oriented Dialogue

Arshit Gupta, James Gung, Raphael Shu, Saab Mansour, Salvatore Romeo, Sam Davidson, Yi Zhang

arxiv:2309.13233 v1 · 2023-09-23 · cs.CL

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\usepackage{pith}
\pithnumber{CNAOYMRK6GYPXBQXOJN65V3D4J}

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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

7 papers in Pith

DiPS: Dialogue Policy Selection for High-Stakes Persuasion Agents

Reinforcing Human Behavior Simulation via Verbal Feedback

SCICONVBENCH: Benchmarking LLMs on Multi-Turn Clarification for Task Formulation in Computational Science

PERCEIVE: A Benchmark for Personalized Emotion and Communication Behavior Understanding on Social Media

SalesSim: Benchmarking and Aligning Multimodal Language Models as Retail User Simulators

Receipt and verification

First computed	2026-07-05T06:53:48.994744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1340ec322af1b0fb8617725beed763e258d944ec588159f55a82dd3d55eaecf6

Aliases

arxiv: 2309.13233 · arxiv_version: 2309.13233v1 · doi: 10.48550/arxiv.2309.13233 · pith_short_12: CNAOYMRK6GYP · pith_short_16: CNAOYMRK6GYPXBQX · pith_short_8: CNAOYMRK

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/CNAOYMRK6GYPXBQXOJN65V3D4J \
  | 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: 1340ec322af1b0fb8617725beed763e258d944ec588159f55a82dd3d55eaecf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63e293274ff7aee00f5aac271a6e62ec605f49e8b239004723bbb1b19f2cbcf6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-09-23T02:04:57Z",
    "title_canon_sha256": "7fca9b7a38055d466b00390708a73f6947d3d9b8cceea871f4757cf530f78e09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.13233",
    "kind": "arxiv",
    "version": 1
  }
}