Pith Number

pith:VN56BF6U

pith:2024:VN56BF6U5HCPHJ7VPITOCFG2D2

not attested not anchored not stored refs pending

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems

Chuang Li, Haizhou Li, Hengchang Hu, Min-Yen Kan, Yang Deng

arxiv:2405.01868 v1 · 2024-05-03 · 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{VN56BF6U5HCPHJ7VPITOCFG2D2}

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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

Generative Conversational Recommender System

Retrieval Augmented Conversational Recommendation with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:15:03.270190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab7be097d4e9c4f3a7f57a26e114da1ebdcd714f336c8f3f34b8fe88af8490f3

Aliases

arxiv: 2405.01868 · arxiv_version: 2405.01868v1 · doi: 10.48550/arxiv.2405.01868 · pith_short_12: VN56BF6U5HCP · pith_short_16: VN56BF6U5HCPHJ7V · pith_short_8: VN56BF6U

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/VN56BF6U5HCPHJ7VPITOCFG2D2 \
  | 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: ab7be097d4e9c4f3a7f57a26e114da1ebdcd714f336c8f3f34b8fe88af8490f3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1af0355c3071e4f5b3db6405df9c7b573dadf05065393e92f27b7e28e3330901",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-03T05:42:57Z",
    "title_canon_sha256": "7af838774e5d0812e8ecf570868c83606deff111230c6b7d16834e4a47dcaa4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01868",
    "kind": "arxiv",
    "version": 1
  }
}