Pith Number

pith:GFZLBVL7

pith:2024:GFZLBVL7LKMWAPFA6VZQZWMNVA

not attested not anchored not stored refs pending

An Expert is Worth One Token: Synergizing Multiple Expert LLMs as Generalist via Expert Token Routing

Fei Wu, Guoyin Wang, Hongxia Yang, Jianbo Yuan, Jingjing Xu, Jing Su, Tianjie Zhang, Xuanwen Huang, Xuwu Wang, Yang Yang, Ziwei Chai

arxiv:2403.16854 v3 · 2024-03-25 · cs.CL · 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{GFZLBVL7LKMWAPFA6VZQZWMNVA}

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

AlignCultura: Towards Culturally Aligned Large Language Models?

Receipt and verification

First computed	2026-07-05T08:30:11.434661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3172b0d57f5a99603ca0f5730cd98da8272f979b0fb40edda97d6ac0cad1f71b

Aliases

arxiv: 2403.16854 · arxiv_version: 2403.16854v3 · doi: 10.48550/arxiv.2403.16854 · pith_short_12: GFZLBVL7LKMW · pith_short_16: GFZLBVL7LKMWAPFA · pith_short_8: GFZLBVL7

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/GFZLBVL7LKMWAPFA6VZQZWMNVA \
  | 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: 3172b0d57f5a99603ca0f5730cd98da8272f979b0fb40edda97d6ac0cad1f71b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5857a39aa63b42d78eeb392cf905a6d6214f8833f07f5f5e15df15300c22e753",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-25T15:17:05Z",
    "title_canon_sha256": "985a2ff745e82ffa3dffec100bc2c31a54c509d91b5b87826fbc0ab5b8a135b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16854",
    "kind": "arxiv",
    "version": 3
  }
}