2024年12月21日 · ReFT使用强化学习，不是为了像RLHF那样将模型输出与人类偏好相对齐，而是为了微调增强模型的推理能力。 原CoT数据集每一条样本分成三个部分（question，CoT，answer），分别用（x，e，y）表示。 其中at可取词表中的任一token，st是当前的状态，即问题+所有上文tokens。 其中L是CoT总长度（总token数）。 使用“ (question, CoT)” tuples: (x, e)。 这一步使用SFT训几个epoch，让LLM先看几遍所有的推理路径，获得一定的生 …

2025年3月15日 · To remedy those limitations, we propose FineSurE, a fine-grained evaluator specifically tailored for the summarization task using large language models (LLMs). It also employs completeness and conciseness criteria, in addition to faithfulness, enabling multi-dimensional assessment.

2 天之前 · While CoT facilitates multi-step reasoning, the dependencies between reasoning steps are not always clearly discernible, which may lead to inconsistent reasoning. In this paper, we introduce fine-grained attribution reasoning distillation (FARD), which incorporates grounded citations to consolidate the relationships between reasoning steps.

2 天之前 · The ACL Anthology currently hosts 105850 papers on the study of computational linguistics and natural language processing.

2024年1月17日 · To address this issue, we propose a simple yet effective approach called Reinforced Fine-Tuning (ReFT) to enhance the generalizability of learning LLMs for reasoning, with math problem-solving as an example.

2024年3月20日 · We present LlamaFactory, a unified framework that integrates a suite of cutting-edge efficient training methods. It provides a solution for flexibly customizing the fine-tuning of 100+ LLMs without the need for coding through the built-in web UI LlamaBoard.

2025年3月17日 · To address this issue, we propose a simple yet effective approach called Reinforced Fine-Tuning (ReFT) to enhance the generalizability of learning LLMs for reasoning, with math problem-solving as an example.

ACL-IJCNLP 2021 是CCF A类会议，是人工智能领域自然语言处理（ Natural Language Processing，NLP）方向最权威的国际会议。 计算语言学协会 第59届年会暨第11届自然语言处理国际联席会议（The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, ACL-IJCNLP 2021）计划于今年8月1日-8月6日以线上会议形式召开。

Learn how to implement Access Control Lists (ACL) in Spring Security for fine-grained control over resource access. This guide covers the components, setup, best practices, and examples of ACL in Spring Boot applications.

2025年3月5日 · Fine-grained: The fine-grained option enables you to use IAM and Access Control Lists (ACLs) together to manage permissions. ACLs are a legacy access control system for Cloud Storage designed...