Pith Number

pith:XGOEL247

pith:2023:XGOEL2477JAMF6IO36JXOT3HEI

not attested not anchored not stored refs pending

Exploring and Characterizing Large Language Models For Embedded System Development and Debugging

Dilini Nissanka, Girish Narayanswamy, Joseph Breda, Richard Li, Shwetak Patel, Vikram Iyer, Xin Liu, Zachary Englhardt, Zhihan Zhang

arxiv:2307.03817 v2 · 2023-07-07 · 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{XGOEL2477JAMF6IO36JXOT3HEI}

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

1 paper in Pith

Understanding the Human-LLM Dynamic: A Literature Survey of LLM Use in Programming Tasks

Receipt and verification

First computed	2026-07-05T07:15:15.688142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b99c45eb9ffa40c2f90edf93774f672236d7b4598250a8876e47fdacae04bd84

Aliases

arxiv: 2307.03817 · arxiv_version: 2307.03817v2 · doi: 10.48550/arxiv.2307.03817 · pith_short_12: XGOEL2477JAM · pith_short_16: XGOEL2477JAMF6IO · pith_short_8: XGOEL247

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/XGOEL2477JAMF6IO36JXOT3HEI \
  | 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: b99c45eb9ffa40c2f90edf93774f672236d7b4598250a8876e47fdacae04bd84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7eb4be1793cb2bf0d1ebd79efce814afdc46fb263d0f2f117b31ceafc16aa234",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-07-07T20:14:22Z",
    "title_canon_sha256": "5961e426942113e96dc89b8f0b23d6353737dacf87079eae59ca8319133e50d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.03817",
    "kind": "arxiv",
    "version": 2
  }
}