ML Research Wiki / Benchmarks / Question Answering / WikiHop

WikiHop

Question Answering Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Test

Top Performing Models

Rank Model Paper Test Date Code
1 BigBird-etc Big Bird: Transformers for Longer Sequences 82.30 2020-07-28 📦 huggingface/transformers 📦 tensorflow/models 📦 PaddlePaddle/PaddleNLP
2 Longformer-large Longformer: The Long-Document Transformer 81.90 2020-04-10 📦 huggingface/transformers 📦 mistralai/mistral-src 📦 facebookresearch/xformers
3 LUKE-Graph LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension 81.00 2023-03-12 -
4 MultiHop (Chen et al., [2019a]) Multi-hop Question Answering via Reasoning Chains 76.50 2019-10-07 📦 soujanyarbhat/aNswER_multirc 📦 varunchaudharycs/multi_rc 📦 varunchaudharycs/aNswER_multirc
5 CFC Coarse-grain Fine-grain Coattention Network for Multi-evidence Question Answering 70.60 2019-01-03 -
6 MHQA Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks 65.40 2018-09-06 -
7 Coref-GRU Neural Models for Reasoning over Multiple Mentions using Coreference 59.30 2018-04-16 -
8 MHPGM + NOIC Commonsense for Generative Multi-Hop Question Answering Tasks 57.90 2018-09-17 📦 yicheng-w/CommonSenseMultiHopQA 📦 a414351664/NarrativeQA
9 BiDAF Constructing Datasets for Multi-hop Reading Comprehension Across Documents 42.90 2017-10-17 -

All Papers (9)

huggingface/transformers tensorflow/models
huggingface/transformers mistralai/mistral-src

Multi-hop Question Answering via Reasoning Chains

2019
MultiHop (Chen et al., [2019a])
soujanyarbhat/aNswER_multirc varunchaudharycs/multi_rc varunchaudharycs/aNswER_multirc
yicheng-w/CommonSenseMultiHopQA a414351664/NarrativeQA