Paper | Code | Test | ModelName | ReleaseDate |
---|---|---|---|---|
Big Bird: Transformers for Longer Sequences | ✓ Link | 82.3 | BigBird-etc | 2020-07-28 |
Longformer: The Long-Document Transformer | ✓ Link | 81.9 | Longformer-large | 2020-04-10 |
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension | 81.0 | LUKE-Graph | 2023-03-12 | |
Multi-hop Question Answering via Reasoning Chains | ✓ Link | 76.5 | MultiHop (Chen et al., [2019a]) | 2019-10-07 |
Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering | 70.6 | CFC | 2019-01-03 | |
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks | 65.4 | MHQA | 2018-09-06 | |
Neural Models for Reasoning over Multiple Mentions using Coreference | 59.3 | Coref-GRU | 2018-04-16 | |
Commonsense for Generative Multi-Hop Question Answering Tasks | ✓ Link | 57.9 | MHPGM + NOIC | 2018-09-17 |
Constructing Datasets for Multi-hop Reading Comprehension Across Documents | 42.9 | BiDAF | 2017-10-17 |