Pith Number

pith:WATX56OY

pith:2024:WATX56OYDMIWB7K4ETXVHFIKHO

not attested not anchored not stored refs pending

Effort and Size Estimation in Software Projects with Large Language Model-based Intelligent Interfaces

Claudionor N. Coelho Jr, Hanchen Xiong, Jacob Bollinger, Mohamed Shabar, Rex Shang, Sree Koratala, Syam Nair, Tushar Karayil

arxiv:2402.07158 v2 · 2024-02-11 · 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{WATX56OYDMIWB7K4ETXVHFIKHO}

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

Do LLMs Dream of Discrete Algorithms?

Receipt and verification

First computed	2026-07-05T08:37:51.219007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0277ef9d81b1160fd5c24ef53950a3b9823e18f251603b8c1253eaf4c396b1c

Aliases

arxiv: 2402.07158 · arxiv_version: 2402.07158v2 · doi: 10.48550/arxiv.2402.07158 · pith_short_12: WATX56OYDMIW · pith_short_16: WATX56OYDMIWB7K4 · pith_short_8: WATX56OY

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/WATX56OYDMIWB7K4ETXVHFIKHO \
  | 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: b0277ef9d81b1160fd5c24ef53950a3b9823e18f251603b8c1253eaf4c396b1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56258067aa06d71f1af415f0b281785d47abac939089895355f6e60c261bebc7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-02-11T11:03:08Z",
    "title_canon_sha256": "0fe2f2129669b9b50f7c6ab6316203ece61faa121303577307ff8013a14de536"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07158",
    "kind": "arxiv",
    "version": 2
  }
}