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 4901–4925 of 10817 papers

TitleStatusHype
Evaluating the Retrieval Component in LLM-Based Question Answering Systems—0
Evaluating the Representational Hub of Language and Vision Models—0
Can Transformers Reason About Effects of Actions?—0
Evaluating the Performance of ChatGPT for Spam Email Detection—0
Evaluating the Performance and Robustness of LLMs in Materials Science Q&A and Property Predictions—0
Can Small Language Models Help Large Language Models Reason Better?: LM-Guided Chain-of-Thought—0
Evaluating the Meta- and Object-Level Reasoning of Large Language Models for Question Answering—0
Evaluating the Effect of Retrieval Augmentation on Social Biases—0
Do Question Answering Modeling Improvements Hold Across Benchmarks?—0
Can SAR improve RSVQA performance?—0
Evaluating the Capabilities of Multi-modal Reasoning Models with Synthetic Task Data—0
Evaluating Text Segmentation using Boundary Edit Distance—0
ChartInsights: Evaluating Multimodal Large Language Models for Low-Level Chart Question Answering—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Evaluating Self-Generated Documents for Enhancing Retrieval-Augmented Generation with Large Language Models—0
Evaluating Recognizing Question Entailment Methods for a Portuguese Community Question-Answering System about Diabetes Mellitus—0
Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap—0
A Procedural Definition of Multi-word Lexical Units—0
AiFu at SemEval-2019 Task 10: A Symbolic and Sub-symbolic Integrated System for SAT Math Question Answering—0
Abductive Matching in Question Answering—0
Evaluating Question Answering Evaluation—0
Can Pre-training help VQA with Lexical Variations?—0
A Probabilistic Model for Joint Learning of Word Embeddings from Texts and Images—0
Evaluating Multi-focus Natural Language Queries over Data Services—0
Can predicate-argument relationships be extracted from UD trees?—0
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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