Pith Number

pith:6CYVDO3F

pith:2022:6CYVDO3FEWZNJB4K3S2VI5SA4Q

not attested not anchored not stored refs pending

Interactive Code Generation via Test-Driven User-Intent Formalization

Aaditya Naik, Chenglong Wang, Curtis von Veh, Georgios Sakkas, Jeevana Priya Inala, Jianfeng Gao, Madanlal Musuvathi, Piali Choudhury, Saikat Chakraborty, Sarah Fakhoury, Shuvendu K. Lahiri

arxiv:2208.05950 v2 · 2022-08-11 · cs.SE · cs.LG · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CYVDO3FEWZNJB4K3S2VI5SA4Q}

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

Specification Grounding Drives Test Effectiveness for LLM Code

Ambig-IaC: Multi-level Disambiguation for Interactive Cloud Infrastructure-as-Code Synthesis

Enhancing Program Repair with Specification Guidance and Intermediate Behavioral Signals

DuET: Dual Execution for Test Output Prediction with Generated Code and Pseudocode

HiL-Bench (Human-in-Loop Benchmark): Do Agents Know When to Ask for Help?

Receipt and verification

First computed	2026-07-05T06:56:52.705010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f0b151bb6525b2d4878adcb5547640e42bee7394737db6c7eae2ed36fb1dbe19

Aliases

arxiv: 2208.05950 · arxiv_version: 2208.05950v2 · doi: 10.48550/arxiv.2208.05950 · pith_short_12: 6CYVDO3FEWZN · pith_short_16: 6CYVDO3FEWZNJB4K · pith_short_8: 6CYVDO3F

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/6CYVDO3FEWZNJB4K3S2VI5SA4Q \
  | 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: f0b151bb6525b2d4878adcb5547640e42bee7394737db6c7eae2ed36fb1dbe19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a96959766d2e1956b4884b9c6cb0e042bd0f0a9282c3ebcff736551b0313d566",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-08-11T17:41:08Z",
    "title_canon_sha256": "38e2f111125da31b987427a2fc6515477dd9d68264de5c7a3585dde722dc2515"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.05950",
    "kind": "arxiv",
    "version": 2
  }
}