Pith Number

pith:RKE3MEWD

pith:2024:RKE3MEWDQGGMJKBWHBBYFA3TEO

not attested not anchored not stored refs pending

Aligning Large Language Models with Recommendation Knowledge

Ed H. Chi, Lichan Hong, Lukasz Heldt, Maheswaran Sathiamoorthy, Nikhil Mehta, Raghunandan Keshavan, Xinyang Yi, Yuwei Cao

arxiv:2404.00245 v1 · 2024-03-30 · 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{RKE3MEWDQGGMJKBWHBBYFA3TEO}

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

Fine-Tuned LLM as a Complementary Predictor Improving Ads System

Receipt and verification

First computed	2026-07-05T08:02:30.100095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a89b612c3818cc4a83638438283732386eab67f2be300ad06d78b1c0baba044

Aliases

arxiv: 2404.00245 · arxiv_version: 2404.00245v1 · doi: 10.48550/arxiv.2404.00245 · pith_short_12: RKE3MEWDQGGM · pith_short_16: RKE3MEWDQGGMJKBW · pith_short_8: RKE3MEWD

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/RKE3MEWDQGGMJKBWHBBYFA3TEO \
  | 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: 8a89b612c3818cc4a83638438283732386eab67f2be300ad06d78b1c0baba044

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2e57a36c8d0ad595fa5c8ac785635ebc17638d41fe885add3c0816683c27601",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-03-30T04:46:16Z",
    "title_canon_sha256": "377cb8f9dbcc0364174dfcf79926eac6c1ba28808db8e667e869a48c9db829ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00245",
    "kind": "arxiv",
    "version": 1
  }
}