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20212026
most citedMind2Web: Towards a Generalist Agent for the Web

30 citations · 78 across the 17 of their papers we have counts for

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10 papers · 1 filter

cs.CL2026

AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLP

Joan Nwatu, Tsedeniya Solomon Amare, Longju Bai +17

Understanding which countries are represented in NLP datasets is essential for identifying gaps, targeting data collection, measuring progress, and informing AI policy. However, ge…

cs.CL2024

A Trembling House of Cards? Mapping Adversarial Attacks against Language Agents

Lingbo Mo, Zeyi Liao, Boyuan Zheng +3

Language agents powered by large language models (LLMs) have seen exploding development. Their capability of using language as a vehicle for thought and communication lends an incr…

cs.CL2024★ 3 cited

The Language Barrier: Dissecting Safety Challenges of LLMs in Multilingual Contexts

Lingfeng Shen, Weiting Tan, Sihao Chen +6

As the influence of large language models (LLMs) spans across global communities, their safety challenges in multilingual settings become paramount for alignment research. This pap…

cs.CL2023★ 16 cited

MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI

Xiang Yue, Yuansheng Ni, Kai Zhang +19

We introduce MMMU: a new benchmark designed to evaluate multimodal models on massive multi-discipline tasks demanding college-level subject knowledge and deliberate reasoning. MMMU…

cs.CL2023★ 30 cited

Mind2Web: Towards a Generalist Agent for the Web

Xiang Deng, Yu Gu, Boyuan Zheng +5

We introduce Mind2Web, the first dataset for developing and evaluating generalist agents for the web that can follow language instructions to complete complex tasks on any website.…

cs.CL2023

Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency

Lingfeng Shen, Weiting Tan, Boyuan Zheng +1

With growing capabilities of large language models, prompting them has become the dominant way to access them. This has motivated the development of strategies for automatically se…

cs.CL2022

An Empirical Study on Finding Spans

Weiwei Gu, Boyuan Zheng, Yunmo Chen +2

We present an empirical study on methods for span finding, the selection of consecutive tokens in text for some downstream tasks. We focus on approaches that can be employed in tra…

cs.CL2022

Multilingual Coreference Resolution in Multiparty Dialogue

Boyuan Zheng, Patrick Xia, Mahsa Yarmohammadi +1

Existing multiparty dialogue datasets for entity coreference resolution are nascent, and many challenges are still unaddressed. We create a large-scale dataset, Multilingual Multip…

cs.CL2021★ 2 cited

Exploring Generalization Ability of Pretrained Language Models on Arithmetic and Logical Reasoning

Cunxiang Wang, Boyuan Zheng, Yuchen Niu +1

To quantitatively and intuitively explore the generalization ability of pre-trained language models (PLMs), we have designed several tasks of arithmetic and logical reasoning. We b…

cs.CL2021★ 2 cited

SemEval-2021 Task 4: Reading Comprehension of Abstract Meaning

Boyuan Zheng, Xiaoyu Yang, Yu-Ping Ruan +4

This paper introduces the SemEval-2021 shared task 4: Reading Comprehension of Abstract Meaning (ReCAM). This shared task is designed to help evaluate the ability of machines in re…