Pith Number

pith:H34GUXUU

pith:2025:H34GUXUUCLZJ2LYJJPVSXOI7WH

not attested not anchored not stored refs pending

Improving Influence-based Instruction Tuning Data Selection for Balanced Learning of Diverse Capabilities

Dylan Zhang, Hao Peng, Jiaqi W. Ma, Qirun Dai

arxiv:2501.12147 v1 · 2025-01-21 · 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{H34GUXUUCLZJ2LYJJPVSXOI7WH}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Learning Task Mixtures from Task Affinities: A Probabilistic Graphical Model for Supervised Fine-Tuning

Receipt and verification

First computed	2026-07-05T10:03:32.024780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ef86a5e9412f29d2f094beb2bb91fb1e9cb1bfb9566edce49a15382b527f947

Aliases

arxiv: 2501.12147 · arxiv_version: 2501.12147v1 · doi: 10.48550/arxiv.2501.12147 · pith_short_12: H34GUXUUCLZJ · pith_short_16: H34GUXUUCLZJ2LYJ · pith_short_8: H34GUXUU

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/H34GUXUUCLZJ2LYJJPVSXOI7WH \
  | 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: 3ef86a5e9412f29d2f094beb2bb91fb1e9cb1bfb9566edce49a15382b527f947

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6990a95925d07e392e234d702db5148f46979be4a1c4c905af6b74d54161da0c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-21T14:00:43Z",
    "title_canon_sha256": "13de072c8a8453658eaa2489c9b4f3c113251f53f2c11977e6ceec94fda31806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12147",
    "kind": "arxiv",
    "version": 1
  }
}