Pith Number

pith:2BAMEOZM

pith:2024:2BAMEOZM4CUUKT6NB7WSM6KYES

not attested not anchored not stored refs pending

LESS: Selecting Influential Data for Targeted Instruction Tuning

Danqi Chen, Mengzhou Xia, Sadhika Malladi, Sanjeev Arora, Suchin Gururangan

arxiv:2402.04333 v3 · 2024-02-06 · cs.CL · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2BAMEOZM4CUUKT6NB7WSM6KYES}

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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

27 papers in Pith

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

Transferability for General Reasoning: An Automated Curriculum for Multi-Domain RLVR

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

Predicting Mergeability of Parameter-Efficient Fine-Tuning Updates

DRIFT: Refining Instruction Data via On-Policy Data Attribution

Receipt and verification

First computed	2026-07-05T08:31:11.352989Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d040c23b2ce0a9454fcd0fed26795824b34f3a16d958b9fc4a61e8c519cbad51

Aliases

arxiv: 2402.04333 · arxiv_version: 2402.04333v3 · doi: 10.48550/arxiv.2402.04333 · pith_short_12: 2BAMEOZM4CUU · pith_short_16: 2BAMEOZM4CUUKT6N · pith_short_8: 2BAMEOZM

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/2BAMEOZM4CUUKT6NB7WSM6KYES \
  | 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: d040c23b2ce0a9454fcd0fed26795824b34f3a16d958b9fc4a61e8c519cbad51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "082adf0f5eb8a781fda325bdd087ff058287b86c0812986f7b9533587066381f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-06T19:18:04Z",
    "title_canon_sha256": "7383ec9e54b781b4423cddb2fe5fd0a2c0de584a55b0cb5627f19604c7f3d693"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04333",
    "kind": "arxiv",
    "version": 3
  }
}