Pith Number

pith:6B427IPY

pith:2024:6B427IPYCOUEJ3MKQFHZAIXD5G

not attested not anchored not stored refs pending

Code Less, Align More: Efficient LLM Fine-tuning for Code Generation with Data Pruning

Haoxing Ren, Mingjie Liu, Yun-Da Tsai

arxiv:2407.05040 v1 · 2024-07-06 · cs.SE · 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{6B427IPYCOUEJ3MKQFHZAIXD5G}

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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

Reward-Free Code Alignment from Pretrained or Fine-Tuned LLM: Unpacking the Trade-offs for Code Generation

Receipt and verification

First computed	2026-07-05T08:41:07.169240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f079afa1f813a844ed8a814f9022e3e9a66e2859797070e85d126858453e2f23

Aliases

arxiv: 2407.05040 · arxiv_version: 2407.05040v1 · doi: 10.48550/arxiv.2407.05040 · pith_short_12: 6B427IPYCOUE · pith_short_16: 6B427IPYCOUEJ3MK · pith_short_8: 6B427IPY

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/6B427IPYCOUEJ3MKQFHZAIXD5G \
  | 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: f079afa1f813a844ed8a814f9022e3e9a66e2859797070e85d126858453e2f23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f53396989f88a9b2e454d53f3079bb83277e55584b75b2465af39f6a9264b50",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-06T10:30:43Z",
    "title_canon_sha256": "58d35729fd0067e7664bdcff9d1fe15a8844c62dbfead74bb98a0beea3ef276e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05040",
    "kind": "arxiv",
    "version": 1
  }
}