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Pith Number

pith:7NQKLTN5

pith:2023:7NQKLTN5SKFRQZXHP3L5CTMCWK
not attested not anchored not stored refs pending

Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models

Jingyuan Wang, Ji-Rong Wen, Wayne Xin Zhao, Xiaolei Wang, Xinyu Tang

arxiv:2305.13112 v2 · 2023-05-22 · cs.CL · cs.IR

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\usepackage{pith}
\pithnumber{7NQKLTN5SKFRQZXHP3L5CTMCWK}

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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

2 papers in Pith

Towards Fast Domain Adaptation and Fine-Grained User Simulation for Evaluating Conversational Recommender Systems
User Simulator-Guided Multi-Turn Preference Optimization for Reasoning LLM-based Conversational Recommendation
Receipt and verification
First computed 2026-07-05T08:34:03.269262Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fb60a5cdbd928b1866e77ed7d14d82b2be87f4c81f2063dc476dbeac15f20268

Aliases

arxiv: 2305.13112 · arxiv_version: 2305.13112v2 · doi: 10.48550/arxiv.2305.13112 · pith_short_12: 7NQKLTN5SKFR · pith_short_16: 7NQKLTN5SKFRQZXH · pith_short_8: 7NQKLTN5
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/7NQKLTN5SKFRQZXHP3L5CTMCWK \
  | 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: fb60a5cdbd928b1866e77ed7d14d82b2be87f4c81f2063dc476dbeac15f20268
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "eeba5e0dd83cf689ae045eb1c1f1686ff994449a5529406ab6f576933e69f8f5",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-05-22T15:12:43Z",
    "title_canon_sha256": "5db4fde9b08c3f10f5681739939a50217b6b9f02ac117948d167e47fa5b2ed2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.13112",
    "kind": "arxiv",
    "version": 2
  }
}