Pith Number

pith:MT2N3ODV

pith:2023:MT2N3ODVVJRBXLCGHFDLJGJAA3

not attested not anchored not stored refs pending

Leveraging Large Language Models in Conversational Recommender Systems

Ajay Patel, Brian Chu, Changbo Long, David Allen, Gabriel Schubiner, Hakim Sidahmed, Harsh Lara, Jun Xie, Luke Friedman, Manoj Tiwari, Sameer Ahuja, Zexi Chen, Zhenning Tan

arxiv:2305.07961 v2 · 2023-05-13 · cs.IR · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MT2N3ODVVJRBXLCGHFDLJGJAA3}

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

7 papers in Pith

One Polluted Page Is Enough: Evaluating Web Content Pollution in Generative Recommenders

Trustworthy Recommendation in the Era of Large Language Models: Opportunities and Challenges

A Survey of Scaling in Large Language Model Reasoning

Generative Conversational Recommender System

Retrieval-Augmented Generation with Graphs (GraphRAG)

Receipt and verification

First computed	2026-07-05T06:10:52.220643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64f4ddb875aa621bac463946b4992006c8c455d24e35f6dec3e94c716081ddcf

Aliases

arxiv: 2305.07961 · arxiv_version: 2305.07961v2 · doi: 10.48550/arxiv.2305.07961 · pith_short_12: MT2N3ODVVJRB · pith_short_16: MT2N3ODVVJRBXLCG · pith_short_8: MT2N3ODV

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/MT2N3ODVVJRBXLCGHFDLJGJAA3 \
  | 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: 64f4ddb875aa621bac463946b4992006c8c455d24e35f6dec3e94c716081ddcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2045c7e2ba3099306286add000a88447b5cd014b28b1ac85fe5c9cca0c22c468",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2023-05-13T16:40:07Z",
    "title_canon_sha256": "7273b77e38ed0e5868270cb7744c2ccfa14707670d07eba748ea371b59f9e423"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.07961",
    "kind": "arxiv",
    "version": 2
  }
}