Improving LLM-based Autonomous Web Agents with Filtering

arXiv:2609.27770 · cs.CL · Submitted 2026-08-16 · Read on arXiv

cs.CL

Submitted: 2026-08-16

Updated: 2026-08-16

Code: https://github.com/ZhitongGuo/11711-webarena

Terminology

Benchmark — 6× in this paper · explained in 2 episodes
Embeddings — 3× in this paper · explained in 2 episodes
Fine-Tuning — 3× in this paper · explained in 5 episodes
Transformer — 3× in this paper · explained in 2 episodes
Attention Mechanism — 2× in this paper · explained in 2 episodes
Failure Modes — 2× in this paper · explained in 3 episodes
Large Language Model — 2× in this paper
Prompt Engineering — 2× in this paper · explained in 4 episodes
Reinforcement Learning — 2× in this paper · explained in 4 episodes
Accuracy — 1× in this paper · explained in 1 episode
Action Space — 1× in this paper · explained in 1 episode
Adversarial Training — 1× in this paper · explained in 1 episode
Cosine Similarity — 1× in this paper · explained in 3 episodes
Document Object Model — 1× in this paper
Large Language Model (LLM) — 1× in this paper · explained in 3 episodes
Model Site Success Rate — 1× in this paper
Transformer Models — 1× in this paper · explained in 2 episodes

Sources

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