[GS10] UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging
Kunci Stabil: GS10 | Sitasi BibTeX: 1
Ringkasan Metadata
- Penulis & Tahun: Cheryl Lee and others (CUHK & UIUC), 2025
- Venue & Tier: EMNLP 2025 Main
- DOI / URL: 10.18653/v1/2025.emnlp-main.921
- Skor Kualitas (QA Score): - (QA korpus baru OPEN, belum dinilai)
- Peran Studi: QGS (penguji recall P1+P2)
- Tingkat Ekstraksi:
metadata-calibration - Cakupan (Scope): APR multi-berkas Defects4J v1.2 & v2.0 (bukan open-ended issue resolving).
1. Masalah Utama (Core Problem)
Unified software debugging multi-berkas.
2. Arsitektur yang Diajukan (Architecture)
Hierarki adaptif 3 level (L1 simple, L2 single-file, L3 cross-file MAS).
3. Mekanisme Koordinasi & Kontrol (Coordination)
Eskalasi penugasan L1-L2-L3 sesuai kesulitan bug; 100% otonom tanpa gate manusia.
4. Foundation Model & Infrastruktur (FM)
LLM umum era 2025.
5. Tolok Ukur & Dataset (Benchmark)
Defects4J (197 correct / 286 plausible).
6. Artefak & Kode Sumber (Artifact)
Cheryl-Lee/UniDebugger.
7. Metrik Primer Eksak (Primary exact)
197 correct / 286 plausible = +25.48% vs ChatRepair + 42 unik (Figure 5 hal 7).
8. Metrik Sekunder (Secondary)
-
9. Pola Kegagalan (Failure Modes)
Patch plausible-but-incorrect lolos tanpa verifikasi manusia.
10. Ancaman Validitas (Threats)
Sitasi 2 (prosiding baru).
11. Jejak Bukti & Provenansi (Provenance)
Bukti Verifikasi: EVIDENCED-FACT (GS_quasi_gold.md GS10; Scopus-769 HIT DOI eksak; arXiv 2404.17153v3 HIT).
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Cheryl Lee and 2025 others (CUHK & UIUC). UniDebugger: Hierarchical Multi-Agent Framework for Unified Software Debugging. 2025. Venue: EMNLP 2025 Main, DOI: 10.18653/v1/2025.emnlp-main.921, Role: QGS (penguji recall P1+P2). ↩