Pith Number

pith:NADZIYKK

pith:2024:NADZIYKKOSNXONANENHGWZXWKS

not attested not anchored not stored refs pending

TDD-Bench Verified: Can LLMs Generate Tests for Issues Before They Get Resolved?

Avraham Shinnar, Martin Hirzel, Rangeet Pan, Saurabh Sinha, Toufique Ahmed

arxiv:2412.02883 v1 · 2024-12-03 · cs.SE · cs.CL · 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{NADZIYKKOSNXONANENHGWZXWKS}

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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

12 papers in Pith

iCoRe: An Iterative Correlation-Aware Retriever for Bug Reproduction Test Generation

Unlocking Model Potentials Through Adaptive Multi-Agent Scaffolding for Efficient Issue Resolution

Sakura: An Approach for Generating Complex Tests from Natural Language Test Descriptions

Can Old Tests Do New Tricks for Resolving SWE Issues?

Investigating Test Overfitting on SWE-bench

Receipt and verification

First computed	2026-07-05T09:44:21.381571Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

680794614a749b77340d234e6b66f654a00914c55cfc959f690b5d71e4ac64c9

Aliases

arxiv: 2412.02883 · arxiv_version: 2412.02883v1 · doi: 10.48550/arxiv.2412.02883 · pith_short_12: NADZIYKKOSNX · pith_short_16: NADZIYKKOSNXONAN · pith_short_8: NADZIYKK

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/NADZIYKKOSNXONANENHGWZXWKS \
  | 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: 680794614a749b77340d234e6b66f654a00914c55cfc959f690b5d71e4ac64c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7217cb78e76a2d778e2f107268723e139fc883df6181025f7af8d3a8547d4f7",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-12-03T22:38:05Z",
    "title_canon_sha256": "498b847223f479ad04621ef0ca7ead2f45034ca4168c854ca790cdf9037c8e65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02883",
    "kind": "arxiv",
    "version": 1
  }
}