Pith Number

pith:EW5OQL3K

pith:2025:EW5OQL3KQVMVEPGTWCVJZ3GLEU

not attested not anchored not stored refs pending

Division-of-Thoughts: Harnessing Hybrid Language Model Synergy for Efficient On-Device Agents

Chenyang Shao, Fengli Xu, Xinyuan Hu, Yutang Lin

arxiv:2502.04392 v1 · 2025-02-06 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{EW5OQL3KQVMVEPGTWCVJZ3GLEU}

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Record completeness

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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

Federated Learning-Enabled Hybrid Language Models for Communication-Efficient Token Transmission

Receipt and verification

First computed	2026-07-05T10:10:50.879065Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25bae82f6a8559523cd3b0aa9ceccb25230b9af7fb2bdbfd82e65608fe1000c0

Aliases

arxiv: 2502.04392 · arxiv_version: 2502.04392v1 · doi: 10.48550/arxiv.2502.04392 · pith_short_12: EW5OQL3KQVMV · pith_short_16: EW5OQL3KQVMVEPGT · pith_short_8: EW5OQL3K

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/EW5OQL3KQVMVEPGTWCVJZ3GLEU \
  | 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: 25bae82f6a8559523cd3b0aa9ceccb25230b9af7fb2bdbfd82e65608fe1000c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aeb11080b121826a642e81c7e28cbc5d8a15e9cebd695bec98b3b9c292fc8d40",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-06T02:40:25Z",
    "title_canon_sha256": "885708bcca2c0614098d0186c1e47a503da187e5a6258b90fcde96c7dc264e18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04392",
    "kind": "arxiv",
    "version": 1
  }
}