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 5801–5850 of 10817 papers

TitleStatusHype
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval—0
Linguistic Resources for Entity Linking Evaluation: from Monolingual to Cross-lingual—0
Learn to Unlearn: Meta-Learning-Based Knowledge Graph Embedding Unlearning—0
Learn to Refuse: Making Large Language Models More Controllable and Reliable through Knowledge Scope Limitation and Refusal Mechanism—0
LINKAGE: Listwise Ranking among Varied-Quality References for Non-Factoid QA Evaluation via LLMs—0
Divide and Conquer: Text Semantic Matching with Disentangled Keywords and Intents—0
LinkedHealthAnswers: Towards Linked Data-driven Question Answering for the Health Care Domain—0
Linking, Searching, and Visualizing Entities in Wikipedia—0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
LIORI at SemEval-2021 Task 2: Span Prediction and Binary Classification approaches to Word-in-Context Disambiguation—0
A Factoid Question Answering System for Vietnamese—0
LIPN-CORE: Semantic Text Similarity using n-grams, WordNet, Syntactic Analysis, ESA and Information Retrieval based Features—0
A Comprehensive Survey of Retrieval-Augmented Generation (RAG): Evolution, Current Landscape and Future Directions—0
3D-MoE: A Mixture-of-Experts Multi-modal LLM for 3D Vision and Pose Diffusion via Rectified Flow—0
Learning Word Representations by Jointly Modeling Syntagmatic and Paradigmatic Relations—0
Listening to the Wise Few: Select-and-Copy Attention Heads for Multiple-Choice QA—0
Learning Word Embeddings for Low-Resource Languages by PU Learning—0
LIST-LUX: Disorder Identification from Clinical Texts—0
Learning with Limited Data for Multilingual Reading Comprehension—0
LiT-4-RSVQA: Lightweight Transformer-based Visual Question Answering in Remote Sensing—0
Learning When to Retrieve, What to Rewrite, and How to Respond in Conversational QA—0
Diversity Enhances an LLM's Performance in RAG and Long-context Task—0
Learning What to Remember: Long-term Episodic Memory Networks for Learning from Streaming Data—0
Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision—0
Diversity and Consistency: Exploring Visual Question-Answer Pair Generation—0
BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLP—0
An Interactive Web-Interface for Visualizing the Inner Workings of the Question Answering LSTM—0
LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval—0
Learning Visual Knowledge Memory Networks for Visual Question Answering—0
LiVLR: A Lightweight Visual-Linguistic Reasoning Framework for Video Question Answering—0
Learning Verb Inference Rules from Linguistically-Motivated Evidence—0
LK2022 at Qur’an QA 2022: Simple Transformers Model for Finding Answers to Questions from Qur’an—0
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering—0
Learning Transferable Representation for Bilingual Relation Extraction via Convolutional Neural Networks—0
Bengali Question Classification: Towards Developing QA System—0
Learning Trajectory-Word Alignments for Video-Language Tasks—0
Learning to Transpile AMR into SPARQL—0
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer—0
Llamas Know What GPTs Don't Show: Surrogate Models for Confidence Estimation—0
Learning to Transpile AMR into SPARQL—0
Learning to Translate for Multilingual Question Answering—0
LLARVA: Vision-Action Instruction Tuning Enhances Robot Learning—0
Diversifying Question Generation over Knowledge Base via External Natural Questions—0
An Interactive System for Exploring Community Question Answering Forums—0
A Fact Checking and Verification System for FEVEROUS Using a Zero-Shot Learning Approach—0
Learning to Temporally Order Medical Events in Clinical Text—0
Learning to Summarize and Answer Questions about a Virtual Robot's Past Actions—0
Diversifying Knowledge Enhancement of Biomedical Language Models using Adapter Modules and Knowledge Graphs—0
Learning to Summarise Related Sentences—0
Learning to Specialize with Knowledge Distillation for Visual Question Answering—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