Pith Number

pith:IX7NAH52

pith:2024:IX7NAH52E4EG4T5GDK6TZD7K75

not attested not anchored not stored refs pending

ROSE: A Reward-Oriented Data Selection Framework for LLM Task-Specific Instruction Tuning

Dezhi YU, Dongyu Zhang, Huayi Zhang, Jinhong Yu, Lin Ma, Wei Xu, Xiaozhong Liu, Yang Wu, Yizheng Jiao

arxiv:2412.00631 v2 · 2024-12-01 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IX7NAH52E4EG4T5GDK6TZD7K75}

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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

2 papers in Pith

CODEBLOCK: Learning to Supervise Code at the Right Granularity

Let the Target Select for Itself: Data Selection via Target-Aligned Paths

Receipt and verification

First computed	2026-07-05T12:01:43.793115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45fed01fba27086e4fa61abd3c8feaff642dff3a2e9e4c7618f38454bf57a6b3

Aliases

arxiv: 2412.00631 · arxiv_version: 2412.00631v2 · doi: 10.48550/arxiv.2412.00631 · pith_short_12: IX7NAH52E4EG · pith_short_16: IX7NAH52E4EG4T5G · pith_short_8: IX7NAH52

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/IX7NAH52E4EG4T5GDK6TZD7K75 \
  | 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: 45fed01fba27086e4fa61abd3c8feaff642dff3a2e9e4c7618f38454bf57a6b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad95b8c48c580f04dac145d4dbae54e10ab1a69d9bddfc6e07444ff86715461c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T01:01:09Z",
    "title_canon_sha256": "ffbc2193b5370a2afd2af57388fb511f2ccf04cc3d62b969dbfd8f5dfd0145cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00631",
    "kind": "arxiv",
    "version": 2
  }
}