Search Results for author: Mingjie Zhan

Found 12 papers, 4 papers with code

MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs

no code implementations26 Feb 2024 Zimu Lu, Aojun Zhou, Houxing Ren, Ke Wang, Weikang Shi, Junting Pan, Mingjie Zhan, Hongsheng Li

We augment the ground-truth solutions of our seed data and train a back-translation model to translate the augmented solutions back into new questions.

GSM8K Math +1

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset

no code implementations22 Feb 2024 Ke Wang, Junting Pan, Weikang Shi, Zimu Lu, Mingjie Zhan, Hongsheng Li

Recent advancements in Large Multimodal Models (LMMs) have shown promising results in mathematical reasoning within visual contexts, with models approaching human-level performance on existing benchmarks such as MathVista.

 Ranked #1 on Multimodal Reasoning on MATH-V (using extra training data)

Math Mathematical Reasoning +1

Integrating Large Language Models into Recommendation via Mutual Augmentation and Adaptive Aggregation

no code implementations25 Jan 2024 Sichun Luo, Yuxuan Yao, Bowei He, Yinya Huang, Aojun Zhou, Xinyi Zhang, Yuanzhang Xiao, Mingjie Zhan, Linqi Song

Conventional recommendation methods have achieved notable advancements by harnessing collaborative or sequential information from user behavior.

Data Augmentation

RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation

no code implementations26 Dec 2023 Sichun Luo, Bowei He, Haohan Zhao, Yinya Huang, Aojun Zhou, Zongpeng Li, Yuanzhang Xiao, Mingjie Zhan, Linqi Song

In this paper, we introduce RecRanker, tailored for instruction tuning LLM to serve as the \textbf{Ranker} for top-\textit{k} \textbf{Rec}ommendations.

In-Context Learning Language Modelling +3

TeacherLM: Teaching to Fish Rather Than Giving the Fish, Language Modeling Likewise

no code implementations29 Oct 2023 Nan He, Hanyu Lai, Chenyang Zhao, Zirui Cheng, Junting Pan, Ruoyu Qin, Ruofan Lu, Rui Lu, Yunchen Zhang, Gangming Zhao, Zhaohui Hou, Zhiyuan Huang, Shaoqing Lu, Ding Liang, Mingjie Zhan

Based on TeacherLM-7. 1B, we augmented 58 NLP datasets and taught various student models with different parameters from OPT and BLOOM series in a multi-task setting.

Data Augmentation Language Modelling

MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning

1 code implementation5 Oct 2023 Ke Wang, Houxing Ren, Aojun Zhou, Zimu Lu, Sichun Luo, Weikang Shi, Renrui Zhang, Linqi Song, Mingjie Zhan, Hongsheng Li

In this paper, we present a method to fine-tune open-source language models, enabling them to use code for modeling and deriving math equations and, consequently, enhancing their mathematical reasoning abilities.

Ranked #4 on Math Word Problem Solving on SVAMP (using extra training data)

Arithmetic Reasoning GSM8K +2

Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification

1 code implementation15 Aug 2023 Aojun Zhou, Ke Wang, Zimu Lu, Weikang Shi, Sichun Luo, Zipeng Qin, Shaoqing Lu, Anya Jia, Linqi Song, Mingjie Zhan, Hongsheng Li

We found that its success can be largely attributed to its powerful skills in generating and executing code, evaluating the output of code execution, and rectifying its solution when receiving unreasonable outputs.

Arithmetic Reasoning Math +1

VCSUM: A Versatile Chinese Meeting Summarization Dataset

1 code implementation9 May 2023 Han Wu, Mingjie Zhan, Haochen Tan, Zhaohui Hou, Ding Liang, Linqi Song

Compared to news and chat summarization, the development of meeting summarization is hugely decelerated by the limited data.

Meeting Summarization Retrieval +1

Learning Locality and Isotropy in Dialogue Modeling

1 code implementation29 May 2022 Han Wu, Haochen Tan, Mingjie Zhan, Gangming Zhao, Shaoqing Lu, Ding Liang, Linqi Song

Existing dialogue modeling methods have achieved promising performance on various dialogue tasks with the aid of Transformer and the large-scale pre-trained language models.

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