Pith Number

pith:WRO4JY3B

pith:2024:WRO4JY3BPFJ7D7OQWXMVCRJ3G2

not attested not anchored not stored refs pending

MHPP: Exploring the Capabilities and Limitations of Language Models Beyond Basic Code Generation

Dong Huang, Guangtao Zeng, Haochen Tan, Jianbo Dai, Jianqiao Lu, Ming Cheng, Rongju Ruan, Yunlong Feng, Zhijiang Guo

arxiv:2405.11430 v3 · 2024-05-19 · 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{WRO4JY3BPFJ7D7OQWXMVCRJ3G2}

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

4 papers in Pith

CodePori: Large-Scale System for Autonomous Software Development Using Multi-Agent Technology

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

CodeSpecBench: Benchmarking LLMs for Executable Behavioral Specification Generation

Structural Anchors and Reasoning Fragility:Understanding CoT Robustness in LLM4Code

Receipt and verification

First computed	2026-07-05T11:54:39.719842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b45dc4e3617953f1fdd0b5d951453b36acfc007ece3617580b7f089ab9b28798

Aliases

arxiv: 2405.11430 · arxiv_version: 2405.11430v3 · doi: 10.48550/arxiv.2405.11430 · pith_short_12: WRO4JY3BPFJ7 · pith_short_16: WRO4JY3BPFJ7D7OQ · pith_short_8: WRO4JY3B

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/WRO4JY3BPFJ7D7OQWXMVCRJ3G2 \
  | 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: b45dc4e3617953f1fdd0b5d951453b36acfc007ece3617580b7f089ab9b28798

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ff860e3a1092e300befa7003038c2d4f8412446a964316724057553ebac1d44",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-19T03:08:02Z",
    "title_canon_sha256": "d01db30ac6ac830553eb56bfc075a824ee59189178e472a17243365be653205b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.11430",
    "kind": "arxiv",
    "version": 3
  }
}