Pith Number

pith:F35MKA2U

pith:2024:F35MKA2UHKDOOXZP5CCNLEIO57

not attested not anchored not stored refs pending

Towards Boosting LLMs-driven Relevance Modeling with Progressive Retrieved Behavior-augmented Prompting

Haiyan Wu, Jia Xu, Kaixin Wu, Mingjie Zhong, Wei Chen, Wei Zhang, Zeyuan Chen, Zhongyi Liu

arxiv:2408.09439 v2 · 2024-08-18 · cs.IR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F35MKA2UHKDOOXZP5CCNLEIO57}

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

2 papers in Pith

SHE: Stepwise Hybrid Examination Reinforcement Learning Framework for E-commerce Search Relevance

Learning to Trust: Dynamic Utilization of Retrieval-Augmented Generation for E-commerce Search Relevance

Receipt and verification

First computed	2026-07-05T09:45:13.529576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2efac503543a86e75f2fe884d5910eeff03fb316f31b3ee3d0ec9af983bb6754

Aliases

arxiv: 2408.09439 · arxiv_version: 2408.09439v2 · doi: 10.48550/arxiv.2408.09439 · pith_short_12: F35MKA2UHKDO · pith_short_16: F35MKA2UHKDOOXZP · pith_short_8: F35MKA2U

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/F35MKA2UHKDOOXZP5CCNLEIO57 \
  | 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: 2efac503543a86e75f2fe884d5910eeff03fb316f31b3ee3d0ec9af983bb6754

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6c2667b1e137ae1d9b38a11520fcea5c08c956f918ae4eb6e2b8d94be45b748",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-08-18T11:07:38Z",
    "title_canon_sha256": "88142565d6a44f67565297a571e087b8e778dd40f15cf3fd6a97358e4908a2bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.09439",
    "kind": "arxiv",
    "version": 2
  }
}