Pith Number

pith:4PLUYNVW

pith:2024:4PLUYNVW24VF3L7EQRKIVLRZTA

not attested not anchored not stored refs pending

Optimizing Multi-Stage Language Models for Effective Text Retrieval

Le Trung Hoang, Nguyen Van Hoang Phuc, Quang Hoang Trung

arxiv:2412.19265 v1 · 2024-12-26 · cs.IR · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4PLUYNVW24VF3L7EQRKIVLRZTA}

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.

Receipt and verification

First computed	2026-07-05T09:54:33.102122Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3d74c36b6d72a5dafe484548aae3998102a55437281d9f36af33990d2a11485

Aliases

arxiv: 2412.19265 · arxiv_version: 2412.19265v1 · doi: 10.48550/arxiv.2412.19265 · pith_short_12: 4PLUYNVW24VF · pith_short_16: 4PLUYNVW24VF3L7E · pith_short_8: 4PLUYNVW

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/4PLUYNVW24VF3L7EQRKIVLRZTA \
  | 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: e3d74c36b6d72a5dafe484548aae3998102a55437281d9f36af33990d2a11485

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cecda01a71c5e95359f9787a346e361d2adfeead4c40c2c2553c54bbfdfeb0e6",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-26T16:05:19Z",
    "title_canon_sha256": "6a0809b767b992024b31bb58c8f5618f745c76729e316b8ae92e930ef7244750"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19265",
    "kind": "arxiv",
    "version": 1
  }
}