Pith Number

pith:DAV2UTJK

pith:2023:DAV2UTJKFGM5QTJMS5HH3R4EYE

not attested not anchored not stored refs pending

Improving Conversational Recommendation Systems via Bias Analysis and Language-Model-Enhanced Data Augmentation

Emine Yilmaz, Hossein A. Rahmani, Jiqun Liu, Xi Wang

arxiv:2310.16738 v1 · 2023-10-25 · cs.CL · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DAV2UTJKFGM5QTJMS5HH3R4EYE}

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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

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

Receipt and verification

First computed	2026-07-05T07:05:02.253449Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

182baa4d2a2999d84d2c974e7dc784c123982856738266184a99854058eb3279

Aliases

arxiv: 2310.16738 · arxiv_version: 2310.16738v1 · doi: 10.48550/arxiv.2310.16738 · pith_short_12: DAV2UTJKFGM5 · pith_short_16: DAV2UTJKFGM5QTJM · pith_short_8: DAV2UTJK

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/DAV2UTJKFGM5QTJMS5HH3R4EYE \
  | 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: 182baa4d2a2999d84d2c974e7dc784c123982856738266184a99854058eb3279

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b19fb9a4fc90e9373e75cd394167c3c5ed7d7eb3823d4f4981125f6c7244eec2",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-25T16:11:55Z",
    "title_canon_sha256": "b67d4a8545df35c8811426b43f782287404776f1b35a54f120212cf55fe6d2cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16738",
    "kind": "arxiv",
    "version": 1
  }
}