Pith Number

pith:B2XXM56W

pith:2024:B2XXM56WFLICB2SCVAV4YF4SEQ

not attested not anchored not stored refs pending

Large Language Models as Robust Data Generators in Software Analytics: Are We There Yet?

Chanchal K. Roy, Md. Abdul Awal, Mrigank Rochan

arxiv:2411.10565 v3 · 2024-11-15 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B2XXM56WFLICB2SCVAV4YF4SEQ}

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

2 papers in Pith

Model Compression vs. Adversarial Robustness: An Empirical Study on Language Models for Code

Bridging Generation and Training: A Systematic Review of Quality Issues in LLMs for Code

Receipt and verification

First computed	2026-07-05T10:58:46.345924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0eaf7677d62ad020ea42a82bcc1792241b38c582b5b654aa2a5650ab85db38d7

Aliases

arxiv: 2411.10565 · arxiv_version: 2411.10565v3 · doi: 10.48550/arxiv.2411.10565 · pith_short_12: B2XXM56WFLIC · pith_short_16: B2XXM56WFLICB2SC · pith_short_8: B2XXM56W

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/B2XXM56WFLICB2SCVAV4YF4SEQ \
  | 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: 0eaf7677d62ad020ea42a82bcc1792241b38c582b5b654aa2a5650ab85db38d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a15eb0f49b3243c6cd78ae52879a5f307a7033af5a231bc4a2d174cfcbfa45e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-15T20:25:32Z",
    "title_canon_sha256": "8b75c30fbbbcc23ba7343747ae8b232a6197d0dbace7c7f2534c8ab944c05fef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10565",
    "kind": "arxiv",
    "version": 3
  }
}