Pith Number

pith:DCHKPLZU

pith:2023:DCHKPLZUM23EK3RV5HQIN2XU2M

not attested not anchored not stored refs pending

Reinforcement Learning from Automatic Feedback for High-Quality Unit Test Generation

Alexey Svyatkovskiy, Benjamin Steenhoek, Michele Tufano, Neel Sundaresan

arxiv:2310.02368 v2 · 2023-10-03 · cs.SE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DCHKPLZUM23EK3RV5HQIN2XU2M}

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

2 papers in Pith

SWE-Chain: Benchmarking Coding Agents on Chained Release-Level Package Upgrades

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Receipt and verification

First computed	2026-07-05T09:57:18.726550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

188ea7af3466b6456e35e9e086eaf4d338ccda77785ba71fe067df0b651193c0

Aliases

arxiv: 2310.02368 · arxiv_version: 2310.02368v2 · doi: 10.48550/arxiv.2310.02368 · pith_short_12: DCHKPLZUM23E · pith_short_16: DCHKPLZUM23EK3RV · pith_short_8: DCHKPLZU

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/DCHKPLZUM23EK3RV5HQIN2XU2M \
  | 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: 188ea7af3466b6456e35e9e086eaf4d338ccda77785ba71fe067df0b651193c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "946e6390b705ead172f5208c9748f3b8c0e98ccbb3ed67842fc73f5dde6c89a3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-03T18:48:31Z",
    "title_canon_sha256": "e80cbd15df3e0896f84166b92a4d3cc018a314be4b23c5a2461d07a4417bf604"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02368",
    "kind": "arxiv",
    "version": 2
  }
}