arXiv：cs.CL· David L. Condrey·· 4 小时前AI 评分34
Writerslogic 在 CLEF 2026 SimpleText 赛道：多候选 LLM 简化与堆叠式复杂度识别
Writerslogic at the CLEF 2026 SimpleText Track: Multi-Candidate LLM Simplification and Stacked Complexity Spotting
AI 导读
Writerslogic 团队参加 CLEF 2026 SimpleText 共享任务，Task 1 用 GPT-4o-mini 以不同温度生成五个简化候选，再以无参考评分启发式选出最佳，其 Claude Sonnet 4 提交在句子级简化上取得 SARI 47.43、BLEU 14.21，位列句子级第一、Task 1 总榜第三。
正文
Abstract:We describe the Writerslogic team's participation in the CLEF 2026 SimpleText shared task, addressing Task 1 (text simplification) and Task 2 (complexity spotting). For Task 1, we develop a multi-candidate generation pipeline using GPT-4o-mini that produces five simplification candidates per sentence at varying temperatures, then selects the best candidate using a reference-free scoring heuristic that rewards compression, source word retention, Cochrane Plain Language Summary vocabulary usage, and lexical simplicity. On Task 1.1 (sentence-level simplification), our Claude Sonnet 4 submission achieves SARI 47.43 and BLEU 14.21, the top-ranked sentence-level system (3rd on the combined Task 1 leaderboard, behind two document-level submissions). For Task 2, we fine-tune a DeBERTa-v3-large NLI model on 350K labeled (source, sentence) pairs, framing hallucination detection as natural language inference. The model reads the most relevant source sentence as premise and the candidate as hypothesis, directly learning to distinguish grounded from hallucinated content. On Task 2.1 (binary overgeneration identification), our fine-tuned DeBERTa system achieves 0.8081 document-level macro F1 (0.8085 in our best ensemble), the top-ranked entry within the identification track and 2nd among teams overall, behind AIIR Lab (0.8197). On Task 2.2 (multi-class error classification), our best submission reaches 0.804 multiclass accuracy, ranking 2nd among unique teams behind AIIR Lab (0.827). We evaluate both tasks on English and multilingual biomedical text from Cochrane systematic reviews.
| Comments: | 11 pages, 3 tables. Notebook for the SimpleText Lab at CLEF 2026. Code: this https URL |
| Subjects: | Computation and Language (cs.CL) |
| MSC classes: | 68T50, 68T05 |
| ACM classes: | I.2.7; I.2.6 |
| Cite as: | arXiv:2610.03567 [cs.CL] |
| (or arXiv:2610.03567v1 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2610.03567 arXiv-issued DOI via DataCite (pending registration) |
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| Journal reference: | CLEF 2026 Working Notes, CEUR Workshop Proceedings, pp. 6068-6078 |
Submission history
From: David L. Condrey [view email]
[v1]
Fri, 2 Oct 2026 16:44:53 UTC (126 KB)
来源：arXiv：cs.CL · arxiv.org