Papers with Past methods
Cultural Concept Adaptation on Multimodal Reasoning (2023.emnlp-main)
Copied to clipboard
| Challenge: | Past methods focused on multilingual and multimodal capabilities, and the improvement of multicultural competence is still an unexplored problem. |
| Approach: | They propose an annotation-free method for cultural-concept adaptation and construct a concept mapping set to facilitate model's comprehension of cultural-consensual mappings. |
| Outcome: | The proposed method outperforms baseline models on zero-shot and few-shot settings on five languages and cultures. |
Learning to Reason via Self-Iterative Process Feedback for Small Language Models (2025.coling-main)
Copied to clipboard
| Challenge: | Existing methods for enhancing SLMs’ reasoning depend on costly external signals, resulting in SLM overly confident with limited supervision signals. |
| Approach: | They propose to fine-tune and align SLMs using positive and negative feedback signals and introduce process supervision for rewards in preference alignment by sampling-based inference simulation and process reward models. |
| Outcome: | The proposed method improves Gemma-2B's performance on GSM8K and MBPP, and out-of-domain generalization capabilities on MMLU_Math and HumanEval. |