Pith Number

pith:QL37QHIA

pith:2024:QL37QHIA63CF2EADXI2CMLOXSO

not attested not anchored not stored refs pending

Reindex-Then-Adapt: Improving Large Language Models for Conversational Recommendation

Dawen Liang, Harald Steck, Julian McAuley, Nathan Kallus, Rahul Jha, Zhankui He, Zhouhang Xie

arxiv:2405.12119 v1 · 2024-05-20 · cs.IR · cs.AI · 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{QL37QHIA63CF2EADXI2CMLOXSO}

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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

1 paper in Pith

Retrieval Augmented Conversational Recommendation with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:21:00.320515Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82f7f81d00f6c45d1003ba34262dd7938c8c44200cd4febfe735801ecda6275d

Aliases

arxiv: 2405.12119 · arxiv_version: 2405.12119v1 · doi: 10.48550/arxiv.2405.12119 · pith_short_12: QL37QHIA63CF · pith_short_16: QL37QHIA63CF2EAD · pith_short_8: QL37QHIA

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/QL37QHIA63CF2EADXI2CMLOXSO \
  | 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: 82f7f81d00f6c45d1003ba34262dd7938c8c44200cd4febfe735801ecda6275d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78b5d1131bfd19fcebc0232414d4c0bbcb28ae97587564a0d8ff24773c9b787b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-05-20T15:37:55Z",
    "title_canon_sha256": "abf38406381a350dee49ea2904395f89d630a4ab4c56d787ebf505a9b80b65fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.12119",
    "kind": "arxiv",
    "version": 1
  }
}