Pith Number

pith:DOLSEE4Z

pith:2025:DOLSEE4ZHWQFT2TSXD5HFXL5C6

not attested not anchored not stored refs pending

Concepts or Skills? Rethinking Instruction Selection for Multi-modal Models

Andrew Bai, Cho-Jui Hsieh, Justin Cui, Ruochen Wang

arxiv:2508.10339 v1 · 2025-08-14 · cs.CV · 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{DOLSEE4ZHWQFT2TSXD5HFXL5C6}

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

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Receipt and verification

First computed	2026-07-05T11:53:54.207194Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b972213993da059ea72b8fa72dd7d17bec6ad14010bf0f4ab39a20cee960d91

Aliases

arxiv: 2508.10339 · arxiv_version: 2508.10339v1 · doi: 10.48550/arxiv.2508.10339 · pith_short_12: DOLSEE4ZHWQF · pith_short_16: DOLSEE4ZHWQFT2TS · pith_short_8: DOLSEE4Z

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/DOLSEE4ZHWQFT2TSXD5HFXL5C6 \
  | 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: 1b972213993da059ea72b8fa72dd7d17bec6ad14010bf0f4ab39a20cee960d91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2a7e552677d2823a006e492ac49e7e0b491037a80ce328713e1b21b13165df3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-14T04:48:38Z",
    "title_canon_sha256": "a91f28cbc796c334050a63d300e4f3aca994983c299541c5ca23df56fbb6f599"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10339",
    "kind": "arxiv",
    "version": 1
  }
}