Exploring the numerical reasoning capabilities of language models: A comprehensive analysis on tabular data
Numbers are crucial for various real-world domains such as finance, economics, and
science. Thus, understanding and reasoning with numbers are essential skills for language …
science. Thus, understanding and reasoning with numbers are essential skills for language …
NumDecoders at SemEval-2024 Task 7: FlanT5 and GPT enhanced with CoT for Numerical Reasoning
A Gonzalez, MZ Hossain… - Proceedings of the 18th …, 2024 - aclanthology.org
In this paper we present a Chain-of-Thought enhanced solution for large language models,
including flanT5 and GPT 3.5 Turbo, aimed at solving mathematical problems to fill in blanks …
including flanT5 and GPT 3.5 Turbo, aimed at solving mathematical problems to fill in blanks …
How Much Do Prompting Methods Help LLMs on Quantitative Reasoning with Irrelevant Information?
SH Song, W Tavanapong - Proceedings of the 33rd ACM International …, 2024 - dl.acm.org
Real-world quantitative reasoning problems are complex, often including extra information
irrelevant to the question (or" IR noise" for short). State-of-the-art (SOTA) prompting methods …
irrelevant to the question (or" IR noise" for short). State-of-the-art (SOTA) prompting methods …
Comprehensive Solution Program Centric Pretraining for Table-and-Text Hybrid Numerical Reasoning
Numerical reasoning over table-and-text hybrid passages, such as financial reports, poses
significant challenges and has numerous potential applications. Noise and irrelevant …
significant challenges and has numerous potential applications. Noise and irrelevant …
Creativity index calculation with question answering system using BERT model
A Nandgaonkar, SB Mane… - 2023 3rd International …, 2023 - ieeexplore.ieee.org
This system proposes a question-answer model to analyze answers given by the users to
the open-ended question. For this system, we use a squad dataset. The squad dataset is …
the open-ended question. For this system, we use a squad dataset. The squad dataset is …