Pith Number

pith:QIUKJONV

pith:2024:QIUKJONVMVADN2KHIZSM7IZN37

not attested not anchored not stored refs pending

Let the Expert Stick to His Last: Expert-Specialized Fine-Tuning for Sparse Architectural Large Language Models

Damai Dai, Deli Chen, Runxin Xu, Y. Wu, Zhuoshu Li, Zihan Wang

arxiv:2407.01906 v2 · 2024-07-02 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{QIUKJONVMVADN2KHIZSM7IZN37}

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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

3 papers in Pith

Behavioral and Representational Evidence of Binomial Ordering Preferences in Large Language Models

Preserving Long-Tailed Expert Information in Mixture-of-Experts Tuning

Application-Driven Pedagogical Knowledge Optimization of Open-Source LLMs via Reinforcement Learning and Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:40:19.610041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8228a4b9b5654036e9474664cfa32ddff8f9fbf75d8e34a9ed3d945a9f9bd6c1

Aliases

arxiv: 2407.01906 · arxiv_version: 2407.01906v2 · doi: 10.48550/arxiv.2407.01906 · pith_short_12: QIUKJONVMVAD · pith_short_16: QIUKJONVMVADN2KH · pith_short_8: QIUKJONV

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/QIUKJONVMVADN2KHIZSM7IZN37 \
  | 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: 8228a4b9b5654036e9474664cfa32ddff8f9fbf75d8e34a9ed3d945a9f9bd6c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7198bbdb565dc0571907301bf92095c840020c72de49be74e81fa25338600dc5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-02T03:11:13Z",
    "title_canon_sha256": "9d76bcbdcab93c997210d503deddfb50851cf7e04c2037adc4fac04a9d449a4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01906",
    "kind": "arxiv",
    "version": 2
  }
}