4 papers · 1 filter
SciTrek: Evaluating and Improving Long-Context Numerical Reasoning over Scientific Articles
Miao Li, Alexander Gurung, Irina Saparina +1
We introduce SciTrek, a synthetic question-answering dataset for assessing and improving long-context numerical reasoning in large language models (LLMs). Existing long-context dat…
Meta-Adaptive Prompt Distillation for Few-Shot Visual Question Answering
Akash Gupta, Amos Storkey, Mirella Lapata
Large Multimodal Models (LMMs) often rely on in-context learning (ICL) to perform new visual question answering (VQA) tasks with minimal supervision. However, ICL performance, espe…
Debating for Better Reasoning: An Unsupervised Multimodal Approach
Ashutosh Adhikari, Mirella Lapata
As Large Language Models (LLMs) gain expertise across diverse domains and modalities, scalable oversight becomes increasingly challenging, particularly when their capabilities may…
ScreenWriter: Automatic Screenplay Generation and Movie Summarisation
Louis Mahon, Mirella Lapata
The proliferation of creative video content has driven demand for textual descriptions or summaries that allow users to recall key plot points or get an overview without watching.…