Pith Number

pith:R7ILFOVG

pith:2023:R7ILFOVGOUMXK5PNVQTYOQR7WB

not attested not anchored not stored refs pending

A Large Language Model Enhanced Conversational Recommender System

Fei Sun, Kun Gai, Lantao Hu, Peng Jiang, Qingpeng Cai, Shuchang Liu, Yue Feng, Zhenghai Xue

arxiv:2308.06212 v1 · 2023-08-11 · cs.IR · 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{R7ILFOVGOUMXK5PNVQTYOQR7WB}

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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

3 papers in Pith

Dialogue to Discovery: Attribute-Aware Preference Elicitation for Conversational Product Search Assistants

ReRec: Reasoning-Augmented LLM-based Recommendation Assistant via Reinforcement Fine-tuning

Retrieval Augmented Conversational Recommendation with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:40:24.812732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fd0b2baa675197575edac2787423fb078a83aed832ac2dd762c0e67dea1ce5c

Aliases

arxiv: 2308.06212 · arxiv_version: 2308.06212v1 · doi: 10.48550/arxiv.2308.06212 · pith_short_12: R7ILFOVGOUMX · pith_short_16: R7ILFOVGOUMXK5PN · pith_short_8: R7ILFOVG

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/R7ILFOVGOUMXK5PNVQTYOQR7WB \
  | 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: 8fd0b2baa675197575edac2787423fb078a83aed832ac2dd762c0e67dea1ce5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ce7475e8542e80c470e449bb3a43901b27578a7057f4c292cb7e742f25a15ad",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-08-11T16:30:44Z",
    "title_canon_sha256": "db537744d2b89b91534698b529f4ec0f6f7a20b22a29c123a7e6d6bb482bbb07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.06212",
    "kind": "arxiv",
    "version": 1
  }
}