Pith Number

pith:SIEAEP2P

pith:2024:SIEAEP2PAYI5ZK2PNRLE3XSHUB

not attested not anchored not stored refs pending

MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models

Chenyan Xiong, Spandan Das, Zichun Yu

arxiv:2406.06046 v2 · 2024-06-10 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{SIEAEP2PAYI5ZK2PNRLE3XSHUB}

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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

5 papers in Pith

HERMES: A Multi-Granularity Labeling Substrate for Pre-training Data Mixtures

GRACE: A Dynamic Coreset Selection Framework for Large Language Model Optimization

An Empirical Study on Influence-Based Pretraining Data Selection for Code Large Language Models

Efficient Dataset Selection for Continual Adaptation of Generative Recommenders

Sketching the Readout of Large Language Models for Scalable Data Attribution and Valuation

Receipt and verification

First computed	2026-07-05T09:36:12.235348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9208023f4f0611dcab4f6c564dde47a07bc0aa03ae30b4ac2e5df1ae2723155d

Aliases

arxiv: 2406.06046 · arxiv_version: 2406.06046v2 · doi: 10.48550/arxiv.2406.06046 · pith_short_12: SIEAEP2PAYI5 · pith_short_16: SIEAEP2PAYI5ZK2P · pith_short_8: SIEAEP2P

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/SIEAEP2PAYI5ZK2PNRLE3XSHUB \
  | 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: 9208023f4f0611dcab4f6c564dde47a07bc0aa03ae30b4ac2e5df1ae2723155d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "561067d09f867032e95c738f4ead26f2707c1cc8cc5a2b406562b9c9b542a7b9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-10T06:27:42Z",
    "title_canon_sha256": "ea8eecb552bf1ff7813d24c697c398d163506f6c2d2c7c61ccbe69f0fbbcfb2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06046",
    "kind": "arxiv",
    "version": 2
  }
}