SOTAVerified

Question Answering

Question answering can be segmented into domain-specific tasks like community question answering and knowledge-base question answering. Popular benchmark datasets for evaluation question answering systems include SQuAD, HotPotQA, bAbI, TriviaQA, WikiQA, and many others. Models for question answering are typically evaluated on metrics like EM and F1. Some recent top performing models are T5 and XLNet.

( Image credit: SQuAD )

Papers

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Showing 8151–8200 of 10817 papers

TitleStatusHype
Comparative Analysis of Open-Source Language Models in Summarizing Medical Text Data—0
Relation Extraction: Perspective from Convolutional Neural Networks—0
Comparative Analysis of Neural QA models on SQuAD—0
Relation-Guided Pre-Training for Open-Domain Question Answering—0
GiVE: Guiding Visual Encoder to Perceive Overlooked Information—0
Relative Overfitting and Accept-Reject Framework—0
Releasing the CRaQAn (Coreference Resolution in Question-Answering): An open-source dataset and dataset creation methodology using instruction-following models—0
Assessing the performance of Olelo, a real-time biomedical question answering application—0
Retrieval Enhanced Data Augmentation for Question Answering on Privacy Policies—0
Reliable, Adaptable, and Attributable Language Models with Retrieval—0
Retrieval Enhanced Data Augmentation for Question Answering on Privacy Policies—0
RELLY: Inferring Hypernym Relationships Between Relational Phrases—0
GigaPevt: Multimodal Medical Assistant—0
ReLoop: "Seeing Twice and Thinking Backwards" via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding—0
Comparative Analysis of CHATGPT and the evolution of language models—0
Get Your Model Puzzled: Introducing Crossword-Solving as a New NLP Benchmark—0
Legal Question-Answering in the Indian Context: Efficacy, Challenges, and Potential of Modern AI Models—0
Assessing SRL Frameworks with Automatic Training Data Expansion—0
Full-Time Supervision based Bidirectional RNN for Factoid Question Answering—0
0/1 Deep Neural Networks via Block Coordinate Descent—0
Get Large Language Models Ready to Speak: A Late-fusion Approach for Speech Generation—0
CoCo-BERT: Improving Video-Language Pre-training with Contrastive Cross-modal Matching and Denoising—0
REM-Net: Recursive Erasure Memory Network for Commonsense Evidence Refinement—0
Remote Sensing Vision-Language Foundation Models without Annotations via Ground Remote Alignment—0
GermanQuAD and GermanDPR: Improving Non-English Question Answering and Passage Retrieval—0
Compact Tensor Pooling for Visual Question Answering—0
Rephrasing visual questions by specifying the entropy of the answer distribution—0
Functorial Language Games for Question Answering—0
German FinBERT: A German Pre-trained Language Model—0
Assessing Robustness to Spurious Correlations in Post-Training Language Models—0
Representation, Learning and Reasoning on Spatial Language for Downstream NLP Tasks—0
FuRongWang at SemEval-2017 Task 3: Deep Neural Networks for Selecting Relevant Answers in Community Question Answering—0
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models—0
Code-Mixed Question Answering Challenge: Crowd-sourcing Data and Techniques—0
Representations for Question Answering from Documents with Tables and Text—0
Representing Movie Characters in Dialogues—0
Retrieval Data Augmentation Informed by Downstream Question Answering Performance—0
Retrieving Contextual Information for Long-Form Question Answering using Weak Supervision—0
Reusable Slotwise Mechanisms—0
GeoRSMLLM: A Multimodal Large Language Model for Vision-Language Tasks in Geoscience and Remote Sensing—0
GeoRAG: A Question-Answering Approach from a Geographical Perspective—0
GeoPix: Multi-Modal Large Language Model for Pixel-level Image Understanding in Remote Sensing—0
Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models—0
A dataset and baselines for sequential open-domain question answering—0
Geometric Feature Enhanced Knowledge Graph Embedding and Spatial Reasoning—0
Geographic Question Answering: Challenges, Uniqueness, Classification, and Future Directions—0
Community Question Answering Platforms vs. Twitter for Predicting Characteristics of Urban Neighbourhoods—0
Geode: A Zero-shot Geospatial Question-Answering Agent with Explicit Reasoning and Precise Spatio-Temporal Retrieval—0
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering—0
A Mathematical Abstraction for Balancing the Trade-off Between Creativity and Reality in Large Language Models—0
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All datasetsSQuAD2.0SQuAD1.1HotpotQAPIQABoolQCOPATriviaQASQuAD1.1 devNatural QuestionsOpenBookQATruthfulQAMultiRC

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1IE-Net (ensemble)EM90.94—Unverified
2FPNet (ensemble)EM90.87—Unverified
3IE-NetV2 (ensemble)EM90.86—Unverified
4SA-Net on Albert (ensemble)EM90.72—Unverified
5SA-Net-V2 (ensemble)EM90.68—Unverified
6FPNet (ensemble)EM90.6—Unverified
7Retro-Reader (ensemble)EM90.58—Unverified
8EntitySpanFocusV2 (ensemble)EM90.52—Unverified
9TransNets + SFVerifier + SFEnsembler (ensemble)EM90.49—Unverified
10EntitySpanFocus+AT (ensemble)EM90.45—Unverified