Pith Number

pith:Z75XDQW6

pith:2025:Z75XDQW6JGUUUH5KXE5A3UES7S

not attested not anchored not stored refs pending

Where Do LLMs Still Struggle? An In-Depth Analysis of Code Generation Benchmarks

Amir Molzam Sharifloo, Daniel Maninger, Maedeh Heydari, Mira Mezini, Parsa Kazerooni

arxiv:2511.04355 v1 · 2025-11-06 · 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{Z75XDQW6JGUUUH5KXE5A3UES7S}

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

FailureScope: Cross-Regime Behavioral Diagnosis of Language Model Weaknesses

Receipt and verification

First computed	2026-07-07T02:17:12.972688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cffb71c2de49a94a1faab93a0dd092fc945c99c02b44655aba8e9920c93e191b

Aliases

arxiv: 2511.04355 · arxiv_version: 2511.04355v1 · doi: 10.48550/arxiv.2511.04355 · pith_short_12: Z75XDQW6JGUU · pith_short_16: Z75XDQW6JGUUUH5K · pith_short_8: Z75XDQW6

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/Z75XDQW6JGUUUH5KXE5A3UES7S \
  | 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: cffb71c2de49a94a1faab93a0dd092fc945c99c02b44655aba8e9920c93e191b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "986453d1a989148997dd7f414a9cb9f67b9ddb5313af8513b7b994abb0a234b9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-11-06T13:38:03Z",
    "title_canon_sha256": "14e9d3dea74032097fccbd832d17efd404ebd73d270b148ea01ca5a38ead5486"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.04355",
    "kind": "arxiv",
    "version": 1
  }
}