Pith Number

pith:TVVCWFOI

pith:2024:TVVCWFOICQ34F4QPVRHO45OKR2

not attested not anchored not stored refs pending

Source Code Summarization in the Era of Large Language Models

Chunrong Fang, Gelei Deng, Hongyu Zhang, Weisong Sun, Yang Liu, Yi Liu, Yuekang Li, Yun Miao, Zhenyu Chen

arxiv:2407.07959 v2 · 2024-07-09 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TVVCWFOICQ34F4QPVRHO45OKR2}

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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

8 papers in Pith

Automated Summarization of Software Documents: An LLM-based Multi-Agent Approach

An Exploratory Study on LLM-Generated Code and Comments in Code Repositories

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards

Beyond Summaries: Structure-Aware Labeling of Code Changes with Large Language Models

Learning Generalizable Multimodal Representations for Software Vulnerability Detection

Receipt and verification

First computed	2026-07-05T11:57:53.082330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d6a2b15c81437c2f20fac4eee75ca8ea4686bbc8dce9c09a4d2d2162a80d1eb

Aliases

arxiv: 2407.07959 · arxiv_version: 2407.07959v2 · doi: 10.48550/arxiv.2407.07959 · pith_short_12: TVVCWFOICQ34 · pith_short_16: TVVCWFOICQ34F4QP · pith_short_8: TVVCWFOI

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/TVVCWFOICQ34F4QPVRHO45OKR2 \
  | 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: 9d6a2b15c81437c2f20fac4eee75ca8ea4686bbc8dce9c09a4d2d2162a80d1eb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c6c28bdd7176c9b07b5aff92367de297f40612f8e2d2000d32e88c458a77b34",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-09T05:48:42Z",
    "title_canon_sha256": "abab6b5d6df021b7d9d1c15d4912871eb4794f842d230cc6095e239427039ee2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07959",
    "kind": "arxiv",
    "version": 2
  }
}