Pith Number

pith:TOW34RX5

pith:2025:TOW34RX5FTU4PTYRER3VQCBTZ4

not attested not anchored not stored refs pending

RobuNFR: Evaluating the Robustness of Large Language Models on Non-Functional Requirements Aware Code Generation

Dong Jae Kim, Feng Lin, Jinqiu Yang, Tse-Hsun (Peter) Chen, Zhenhao Li

arxiv:2503.22851 v2 · 2025-03-28 · cs.SE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TOW34RX5FTU4PTYRER3VQCBTZ4}

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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

2 papers in Pith

Accuracy and Satisfaction in Multi-Turn LLM Dialogues for NFR Assessment

Contract Based Verification of Non-functional Requirements for Embedded Automotive C Code

Receipt and verification

First computed	2026-07-05T10:43:46.695033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9badbe46fd2ce9c7cf112477580833cf08aff1a6ddf7a9cd5d9965591115ff50

Aliases

arxiv: 2503.22851 · arxiv_version: 2503.22851v2 · doi: 10.48550/arxiv.2503.22851 · pith_short_12: TOW34RX5FTU4 · pith_short_16: TOW34RX5FTU4PTYR · pith_short_8: TOW34RX5

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/TOW34RX5FTU4PTYRER3VQCBTZ4 \
  | 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: 9badbe46fd2ce9c7cf112477580833cf08aff1a6ddf7a9cd5d9965591115ff50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "218f4cfc7db2d5baac38fa8b62de926e335369f2adf28c637eaeab06b3bf2e33",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-03-28T20:05:33Z",
    "title_canon_sha256": "6632bc73fea061a5ef667bb47d025dafc355a445dc608bec5083939bd9a3eb46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.22851",
    "kind": "arxiv",
    "version": 2
  }
}