Pith Number

pith:PG2HEXAC

pith:2024:PG2HEXACSXUJFVC37YS2KM6U2F

not attested not anchored not stored refs pending

A Study on Developer Behaviors for Validating and Repairing LLM-Generated Code Using Eye Tracking and IDE Actions

Aakash Bansal, Collin McMillan, Meng Chen, Ningzhi Tang, Toby Jia-Jun Li, Yu Huang, Zheng Ning

arxiv:2405.16081 v1 · 2024-05-25 · cs.SE · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PG2HEXACSXUJFVC37YS2KM6U2F}

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

6 papers in Pith

Software Delegation Contracts: Measuring Reviewability in AI Coding-Agent Work

Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study

Empowering Autonomous Debugging Agents with Efficient Dynamic Analysis

To What Extent Does Agent-generated Code Require Maintenance? An Empirical Study

Receipt and verification

First computed	2026-07-05T08:23:25.412891Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

79b4725c0295e892d45bfe25a533d4d16b828589e9f347477a29c3926c8bfe8d

Aliases

arxiv: 2405.16081 · arxiv_version: 2405.16081v1 · doi: 10.48550/arxiv.2405.16081 · pith_short_12: PG2HEXACSXUJ · pith_short_16: PG2HEXACSXUJFVC3 · pith_short_8: PG2HEXAC

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/PG2HEXACSXUJFVC37YS2KM6U2F \
  | 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: 79b4725c0295e892d45bfe25a533d4d16b828589e9f347477a29c3926c8bfe8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0762b304fff3a2de2cb551b7ac0cc37e612a773a68153678c9f9dbc9086a0c00",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-25T06:20:01Z",
    "title_canon_sha256": "1922a60960574c66d7c6037470258eed088682cbd4455c8a611a22b770f1be06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.16081",
    "kind": "arxiv",
    "version": 1
  }
}