Pith Number

pith:RU5L6FJX

pith:2024:RU5L6FJXEDNOK6ICG4WW5NARJK

not attested not anchored not stored refs pending

A Survey on Data Selection for Language Models

Alon Albalak, Bairu Hou, Colin Raffel, Haewon Jeong, Liangming Pan, Nathan Lambert, Niklas Muennighoff, Sang Michael Xie, Shayne Longpre, Shiyu Chang, Tatsunori Hashimoto, William Yang Wang, Xinyi Wang, Yanai Elazar

arxiv:2402.16827 v3 · 2024-02-26 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RU5L6FJXEDNOK6ICG4WW5NARJK}

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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

28 papers in Pith

Online Data Selection Is Implicit Alignment

On-Policy Self-Distillation with Sampled Demonstrations Reduces Output Diversity

Holistic Data Scheduler for LLM Pre-training via Multi-Objective Reinforcement Learning

Data Selection Through Iterative Self-Filtering for Vision-Language Settings

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

Receipt and verification

First computed	2026-07-05T08:51:37.149439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d3abf153720dae57902372d6eb4114a80176da24ca5483da11edbedb8c38c60

Aliases

arxiv: 2402.16827 · arxiv_version: 2402.16827v3 · doi: 10.48550/arxiv.2402.16827 · pith_short_12: RU5L6FJXEDNO · pith_short_16: RU5L6FJXEDNOK6IC · pith_short_8: RU5L6FJX

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/RU5L6FJXEDNOK6ICG4WW5NARJK \
  | 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: 8d3abf153720dae57902372d6eb4114a80176da24ca5483da11edbedb8c38c60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "705943456afaee5bf9df7259df2e19f7b2f9718de10551c1aae976a99a125623",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-26T18:54:35Z",
    "title_canon_sha256": "b892ec169ba7c60bd533d61a043de4e3e86ffb98550ae479c460b979aea13a9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16827",
    "kind": "arxiv",
    "version": 3
  }
}