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| Efficient MAP Estimation of LLM Judgment Performance with Prior Transfer | Apr 17, 2025 | Conformal PredictionTruthfulQA | —Unverified | 0 |
| Iter-AHMCL: Alleviate Hallucination for Large Language Model via Iterative Model-level Contrastive Learning | Oct 16, 2024 | Contrastive Learninggraph construction | —Unverified | 0 |
| Cost-Saving LLM Cascades with Early Abstention | Feb 13, 2025 | GSM8KMMLU | —Unverified | 0 |
| Elastic Weight Consolidation for Full-Parameter Continual Pre-Training of Gemma2 | May 9, 2025 | ARCBelebele | —Unverified | 0 |
| Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity | Nov 15, 2024 | Contrastive LearningHallucination | —Unverified | 0 |
| LokiLM: Technical Report | Jul 10, 2024 | Knowledge DistillationLanguage Modeling | —Unverified | 0 |
| Lower Layer Matters: Alleviating Hallucination via Multi-Layer Fusion Contrastive Decoding with Truthfulness Refocused | Aug 16, 2024 | HallucinationTruthfulQA | —Unverified | 0 |
| Monty Hall and Optimized Conformal Prediction to Improve Decision-Making with LLMs | Dec 31, 2024 | Conformal PredictionDecision Making | —Unverified | 0 |
| Multi-Reference Preference Optimization for Large Language Models | May 26, 2024 | GSM8KTruthfulQA | —Unverified | 0 |
