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 5501–5550 of 10817 papers

TitleStatusHype
COOL, a Context Outlooker, and its Application to Question Answering and other Natural Language Processing Tasks—0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering—0
CLIPPO: Image-and-Language Understanding from Pixels Only—0
Cooking with Semantics—0
DIESEL -- Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs—0
Analysis of Temporal Expressions Annotated in Clinical Notes—0
LightPAL: Lightweight Passage Retrieval for Open Domain Multi-Document Summarization—0
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
Different Contexts Lead to Different Word Embeddings—0
Learning a Compositional Semantics for Freebase with an Open Predicate Vocabulary—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Learning Adaptable Patterns for Passage Reranking—0
Learning Analogy-Preserving Sentence Embeddings for Answer Selection—0
LiDAR-LLM: Exploring the Potential of Large Language Models for 3D LiDAR Understanding—0
Continuous QA Learning with Structured Prompts—0
Convolutional Neural Network: Text Classification Model for Open Domain Question Answering System—0
Learning Answer Embeddings for Visual Question Answering—0
Learning Answer-Entailing Structures for Machine Comprehension—0
Learning Answer Generation using Supervision from Automatic Question Answering Evaluators—0
IJCNLP-2017 Task 5: Multi-choice Question Answering in Examinations—0
Learning Based Approaches for Vietnamese Question Classification Using Keywords Extraction from the Web—0
Atomic Fact Decomposition Helps Attributed Question Answering—0
Learning Biological Processes with Global Constraints—0
Analysis of Drug repurposing Knowledge graphs for Covid-19—0
Learning by Asking Questions—0
Different Questions, Different Models: Fine-Grained Evaluation of Uncertainty and Calibration in Clinical QA with LLMs—0
Learning by Hallucinating: Vision-Language Pre-training with Weak Supervision—0
Learning Compact Lexicons for CCG Semantic Parsing—0
Learning Compositional Representation for Few-shot Visual Question Answering—0
Convolutional Neural Networks vs. Convolution Kernels: Feature Engineering for Answer Sentence Reranking—0
LIAF-Net: Leaky Integrate and Analog Fire Network for Lightweight and Efficient Spatiotemporal Information Processing—0
Dimensions of Interpersonal Relationships: Corpus and Experiments—0
Learning Contextual Embeddings for Structural Semantic Similarity using Categorical Information—0
IITP: Multiobjective Differential Evolution based Twitter Named Entity Recognition—0
IITP at MEDIQA 2019: Systems Report for Natural Language Inference, Question Entailment and Question Answering—0
Learning Contextually Informed Representations for Linear-Time Discourse Parsing—0
Learning Continuous Word Embedding with Metadata for Question Retrieval in Community Question Answering—0
Learning Corresponded Rationales for Text Matching—0
Learning Cross-lingual Representations with Matrix Factorization—0
Convolutional Neural Networks for Aerial Multi-Label Pedestrian Detection—0
IIT-KGP at MEDIQA 2019: Recognizing Question Entailment using Sci-BERT stacked with a Gradient Boosting Classifier—0
IISCNLP at SemEval-2016 Task 2: Interpretable STS with ILP based Multiple Chunk Aligner—0
Directional Gradient Projection for Robust Fine-Tuning of Foundation Models—0
ATM: Action Temporality Modeling for Video Question Answering—0
Learning Entailment Relations by Global Graph Structure Optimization—0
Convolutional Interaction Network for Natural Language Inference—0
Learning Executable Semantic Parsers for Natural Language Understanding—0
IIE-NLP-NUT at SemEval-2020 Task 4: Guiding PLM with Prompt Template Reconstruction Strategy for ComVE—0
Lexical Substitution for the Medical Domain—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