Pith Number

pith:V4FDYOHN

pith:2024:V4FDYOHNB3IBDGADPBOD2UPWAG

not attested not anchored not stored refs pending

R4: Reinforced Retriever-Reorder-Responder for Retrieval-Augmented Large Language Models

Chengyu Wang, Dongyang Li, Hui Xue, Jun Huang, Longtao Huang, Qizhou Chen, Taolin Zhang, Xiaofeng He

arxiv:2405.02659 v2 · 2024-05-04 · 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{V4FDYOHNB3IBDGADPBOD2UPWAG}

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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

FlexRAG: A Flexible and Comprehensive Framework for Retrieval-Augmented Generation

Receipt and verification

First computed	2026-07-05T08:36:26.446669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af0a3c38ed0ed0119803785c3d51f60189c035b9cd45b655b6618457addf6e12

Aliases

arxiv: 2405.02659 · arxiv_version: 2405.02659v2 · doi: 10.48550/arxiv.2405.02659 · pith_short_12: V4FDYOHNB3IB · pith_short_16: V4FDYOHNB3IBDGAD · pith_short_8: V4FDYOHN

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/V4FDYOHNB3IBDGADPBOD2UPWAG \
  | 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: af0a3c38ed0ed0119803785c3d51f60189c035b9cd45b655b6618457addf6e12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f905d11d64bbc1ccc1669544de42127def9d2dd590a344c5f4e5ddd6d61c383",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-04T12:59:10Z",
    "title_canon_sha256": "01d1563a1fe93d7bc215765b0cb40c770d4f1a766feba7c7ab41f5b0427aea41"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.02659",
    "kind": "arxiv",
    "version": 2
  }
}