Pith Number

pith:WZGXAYMT

pith:2024:WZGXAYMTT4K2QECXMAEKWNEMMV

not attested not anchored not stored refs pending

MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation

Che-Wei Chen, Ching-Wen Yang, Hao Xu, Hung-Yu Kao, Jui-Feng Yao, Kun-da Wu, Ying-Jia Lin, Zhi-Quan Feng

arxiv:2408.09865 v2 · 2024-08-19 · cs.LG · 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{WZGXAYMTT4K2QECXMAEKWNEMMV}

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

1 paper in Pith

Refining Text Generation for Realistic Conversational Recommendation via Direct Preference Optimization

Receipt and verification

First computed	2026-07-05T11:08:59.406628Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b64d7061939f15a810576008ab348c6544be335673456eb6210779946080833a

Aliases

arxiv: 2408.09865 · arxiv_version: 2408.09865v2 · doi: 10.48550/arxiv.2408.09865 · pith_short_12: WZGXAYMTT4K2 · pith_short_16: WZGXAYMTT4K2QECX · pith_short_8: WZGXAYMT

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/WZGXAYMTT4K2QECXMAEKWNEMMV \
  | 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: b64d7061939f15a810576008ab348c6544be335673456eb6210779946080833a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf07c22953ad7ccc4ba871afb7f15b715eabf8e834c5109635f78dc3037efae9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-19T10:12:52Z",
    "title_canon_sha256": "16b18c7b83fe0694ece566f4c22ee0b4379812252224192d502955a2d1ab4394"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09865",
    "kind": "arxiv",
    "version": 2
  }
}