Pith Number

pith:TRYRDK33

pith:2024:TRYRDK33R4QB45QMKSP4Q7ZQC5

not attested not anchored not stored refs pending

Calibration and Correctness of Language Models for Code

Amin Alipour, Claudio Spiess, David Gros, Kunal Suresh Pai, Md Rafiqul Islam Rabin, Michael Pradel, Prem Devanbu, Susmit Jha, Toufique Ahmed

arxiv:2402.02047 v4 · 2024-02-03 · 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{TRYRDK33R4QB45QMKSP4Q7ZQC5}

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

4 papers in Pith

Functional Entropy: Predicting Functional Correctness in LLM-Generated Code with Uncertainty Quantification

From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap

Precision or Peril: A PoC of Python Code Quality from Quantized Large Language Models

When to Answer and When to Defer: A Decision Framework for Reliable Code Predictions

Receipt and verification

First computed	2026-07-05T08:57:35.868239Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c7111ab7b8f201e760c549fc87f301753ac2d4665bb5d2047142a3648d09f32

Aliases

arxiv: 2402.02047 · arxiv_version: 2402.02047v4 · doi: 10.48550/arxiv.2402.02047 · pith_short_12: TRYRDK33R4QB · pith_short_16: TRYRDK33R4QB45QM · pith_short_8: TRYRDK33

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/TRYRDK33R4QB45QMKSP4Q7ZQC5 \
  | 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: 9c7111ab7b8f201e760c549fc87f301753ac2d4665bb5d2047142a3648d09f32

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb2801a284a96c6c31fb863b590c1feb704d577724f5a9b48205fb5e15724c1b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-03T05:52:28Z",
    "title_canon_sha256": "eae27b73c4bdf710b153314c94883d569f15c210ee3351caefd55b44267faf0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02047",
    "kind": "arxiv",
    "version": 4
  }
}