Pith Number

pith:XLOQYE3V

pith:2026:XLOQYE3VL7B5TPEPADSHLOATBE

not attested not anchored not stored refs pending

Towards Efficient Reasoning in LLM-Based Recommender Systems via Model Merging

Hongzhi Yin, Junliang Yu, Linh Dieu Le, Ming Jin, Shazia Sadiq, Tong Chen

arxiv:2608.10447 v1 · 2026-08-11 · 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{XLOQYE3VL7B5TPEPADSHLOATBE}

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	2026-08-12T01:22:29.174815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

badd0c13755fc3d9bc8f00e475b813091091764b78842b04194e177a7ed0ed9e

Aliases

arxiv: 2608.10447 · arxiv_version: 2608.10447v1 · doi: 10.48550/arxiv.2608.10447 · pith_short_12: XLOQYE3VL7B5 · pith_short_16: XLOQYE3VL7B5TPEP · pith_short_8: XLOQYE3V

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/XLOQYE3VL7B5TPEPADSHLOATBE \
  | 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: badd0c13755fc3d9bc8f00e475b813091091764b78842b04194e177a7ed0ed9e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2356c05164df067d1f46fedf71a69b6c607a18bc92bda14c29c4cd0c84d6b602",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-08-11T04:01:35Z",
    "title_canon_sha256": "0acf9f54aa2636475bb8c9b5c3944a79fbe5251039de339449e7856d556e2b69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.10447",
    "kind": "arxiv",
    "version": 1
  }
}