5ting at SemEval-2026 Task 8: Strong End-to-End Multi-Turn RAG via LLM-Based Reranking and Faithfulness Control (2026 · 1 citation)
This paper describes 5ting, a team entry to SemEval-2026 Task 8 (MTRAGEval), which benchmarks retrieval-augmented generation in multi-turn conversations.
HCMUS RepeatedGames at SemEval-2026 Task 12: CausalRAG: Synergizing Causal Graph Retrieval and Extended LoRA for Abductive Reasoning (2026)
SemEval-2026 Task 12 (Abductive Event Reasoning, AER) gives systems a real-world event, about ten retrieved English documents per topic, and four candidate explanations.
HCMUSDroneBoys at SemEval-2026 Task 11: Asymmetric Counterfactual Debiasing and Rank-Sensitive Logical Invariance Adaptation for Syllogistic Reasoning (2026)
The paper addresses the content effect in syllogistic reasoning. Language models tend to judge an argument's formal validity by whether its conclusion sounds believable. The authors' entry to SemEval-2026 Task 11, Subtask 1 (English binary validity classification) fine-tunes Qwen2.5-14B-Instruct with three…

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Updated 1 November 2026