Pith Number

pith:MUPEZDW7

pith:2024:MUPEZDW7U5BQONHPJGXVKQQKOU

not attested not anchored not stored refs pending

Rethinking Data Selection for Supervised Fine-Tuning

Ming Shen

arxiv:2402.06094 v1 · 2024-02-08 · cs.CL

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\usepackage{pith}
\pithnumber{MUPEZDW7U5BQONHPJGXVKQQKOU}

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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

RIZZ: Routing Interactions to Near Zero-Interference Zones for Continual Adaptation of Black-Box Agents

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Self-Play Enhancement via Advantage-Weighted Refinement in Online Federated LLM Fine-Tuning with Real-Time Feedback

Receipt and verification

First computed	2026-07-05T07:43:18.622560Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

651e4c8edfa7430734ef49af55420a75355f10a7b25a50588718c0c544acab88

Aliases

arxiv: 2402.06094 · arxiv_version: 2402.06094v1 · doi: 10.48550/arxiv.2402.06094 · pith_short_12: MUPEZDW7U5BQ · pith_short_16: MUPEZDW7U5BQONHP · pith_short_8: MUPEZDW7

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/MUPEZDW7U5BQONHPJGXVKQQKOU \
  | 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: 651e4c8edfa7430734ef49af55420a75355f10a7b25a50588718c0c544acab88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8ef31dd891d4bbcaa754eff2cc82ff4f4b783794b4f159a72c017771d1ff1ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-08T23:02:04Z",
    "title_canon_sha256": "8eb21b5f8c3d57c5da116b5d4890081cb673d784f01dfc12a60c0e1c76d1da39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.06094",
    "kind": "arxiv",
    "version": 1
  }
}