Pith Number

pith:HFDPO3EH

pith:2025:HFDPO3EHVQ2WY2JZF7KLTA56LH

not attested not anchored not stored refs pending

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback

Chong Wang, Guoliang Duan, Mingwei Liu, Xin Peng, Yanlin Wang, Zibin Zheng

arxiv:2507.00699 v1 · 2025-07-01 · 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{HFDPO3EHVQ2WY2JZF7KLTA56LH}

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

5 papers in Pith

CodeChat-Eval: Evaluating Large Language Models in Multi-Turn Code Refinement Dialogues

Prompt Governance? On Governing Technologies Governed by Natural Language

When Should Models Change Their Minds? Contextual Belief Management in Large Language Models

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

Receipt and verification

First computed	2026-07-05T11:30:13.171388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3946f76c87ac356c69392fd4b983be59d98df38438c91ce908cd47128b4b8916

Aliases

arxiv: 2507.00699 · arxiv_version: 2507.00699v1 · doi: 10.48550/arxiv.2507.00699 · pith_short_12: HFDPO3EHVQ2W · pith_short_16: HFDPO3EHVQ2WY2JZ · pith_short_8: HFDPO3EH

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/HFDPO3EHVQ2WY2JZF7KLTA56LH \
  | 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: 3946f76c87ac356c69392fd4b983be59d98df38438c91ce908cd47128b4b8916

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a6ff7adeecefb11e794e0bb0ade0fc4edbbf7ea12a95a1e40b8a84339c9eb7e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-07-01T11:51:40Z",
    "title_canon_sha256": "df838fcbb47786b67e48e67aec41ada15958737ed2487b3d6479e21f2635b797"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00699",
    "kind": "arxiv",
    "version": 1
  }
}