Pith Number

pith:JGZIGIH6

pith:2024:JGZIGIH6R3CAS65GPLLLFQIBOP

not attested not anchored not stored refs pending

Purifying Large Language Models by Ensembling a Small Language Model

Chao Du, Min Lin, Qian Liu, Qing Guo, Tianlin Li, Tianyu Pang, Yang Liu

arxiv:2402.14845 v1 · 2024-02-19 · cs.CL · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JGZIGIH6R3CAS65GPLLLFQIBOP}

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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

4 papers in Pith

Rethinking LLM Ensembling from the Perspective of Mixture Models

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety

Harnessing Multiple Large Language Models: A Survey on LLM Ensemble

Rethinking LLM Ensembling from the Perspective of Mixture Models

Receipt and verification

First computed	2026-07-05T07:48:18.808588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49b28320fe8ec4097ba67ad6b2c10173c6eeb06be86b2f4e178d9da07cd680a0

Aliases

arxiv: 2402.14845 · arxiv_version: 2402.14845v1 · doi: 10.48550/arxiv.2402.14845 · pith_short_12: JGZIGIH6R3CA · pith_short_16: JGZIGIH6R3CAS65G · pith_short_8: JGZIGIH6

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/JGZIGIH6R3CAS65GPLLLFQIBOP \
  | 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: 49b28320fe8ec4097ba67ad6b2c10173c6eeb06be86b2f4e178d9da07cd680a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63dddc7f437f973c71c4918fb8225936b6d66b7bb5d031b8995b845ea99fd646",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-19T14:00:39Z",
    "title_canon_sha256": "3a28bf51cd2d1515b58cfd6cc41a0e204e1712b37798f0956c5f5164dfc86515"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14845",
    "kind": "arxiv",
    "version": 1
  }
}