Pith Number

pith:3HVBDNT4

pith:2025:3HVBDNT45GM6VTQHA672SMBWAO

not attested not anchored not stored refs pending

DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers

Barlas Oguz, Jimmy Lin, Wen-tau Yih, Xilun Chen, Xi Victoria Lin, Xueguang Ma

arxiv:2502.18460 v2 · 2025-02-25 · 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{3HVBDNT45GM6VTQHA672SMBWAO}

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

Reducing Hallucination in Enterprise AI Workflows via Hybrid Utility Minimum Bayes Risk (HUMBR)

Receipt and verification

First computed	2026-07-05T11:14:54.455118Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9ea11b67ce999eace0707bfa930360383ba027acf1851629a9c199a97f620f8

Aliases

arxiv: 2502.18460 · arxiv_version: 2502.18460v2 · doi: 10.48550/arxiv.2502.18460 · pith_short_12: 3HVBDNT45GM6 · pith_short_16: 3HVBDNT45GM6VTQH · pith_short_8: 3HVBDNT4

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/3HVBDNT45GM6VTQHA672SMBWAO \
  | 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: d9ea11b67ce999eace0707bfa930360383ba027acf1851629a9c199a97f620f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "864f7a2a196774d2726d7736184f7f9127e760726fcb0ec785d3cd2fa2bd2557",
    "cross_cats_sorted": [
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-25T18:59:07Z",
    "title_canon_sha256": "2f1eaaa95e2a6653d7ef5b9e258fbc60ae385bf8944fd0b2884735aef4e6e49f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18460",
    "kind": "arxiv",
    "version": 2
  }
}