2 papers
cs.CL2025
Efficient Zero-Shot Long Document Classification by Reducing Context Through Sentence Ranking
Prathamesh Kokate, Mitali Sarnaik, Manavi Khopade +2
Transformer-based models like BERT excel at short text classification but struggle with long document classification (LDC) due to input length limitations and computational ineffic…
cs.CL2025
Improving the Efficiency of Long Document Classification using Sentence Ranking Approach
Prathamesh Kokate, Mitali Sarnaik, Manavi Khopade +1
Long document classification poses challenges due to the computational limitations of transformer-based models, particularly BERT, which are constrained by fixed input lengths and…