Pith Number

pith:2IYX42NE

pith:2025:2IYX42NE2KOVPZG6E3VFIQE4AX

not attested not anchored not stored refs pending

Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications

Beiyu Lin, Nam Huynh

arxiv:2503.01245 v2 · 2025-03-03 · cs.SE · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2IYX42NE2KOVPZG6E3VFIQE4AX}

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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

15 papers in Pith

Enhancing Reliability in LLM-Based Secure Code Generation

LLM-based Mockless Unit Test Generation for Java

Token-Level LLM Collaboration via FusionRoute

ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization

Receipt and verification

First computed	2026-07-05T10:43:26.529439Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2317e69a4d29d57e4de26ea54409c05ee300ed5f71c56cafdedb0755f7083d2

Aliases

arxiv: 2503.01245 · arxiv_version: 2503.01245v2 · doi: 10.48550/arxiv.2503.01245 · pith_short_12: 2IYX42NE2KOV · pith_short_16: 2IYX42NE2KOVPZG6 · pith_short_8: 2IYX42NE

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/2IYX42NE2KOVPZG6E3VFIQE4AX \
  | 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: d2317e69a4d29d57e4de26ea54409c05ee300ed5f71c56cafdedb0755f7083d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30a7d762feaa21e3d6591d921ea949a7b8e62955233cbf5910ba0f66459a427e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-03T07:17:30Z",
    "title_canon_sha256": "ab51102960b88c147b5ba60f352431f5873b084137f652345d1256031b8bcf86"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01245",
    "kind": "arxiv",
    "version": 2
  }
}