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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 6301–6350 of 10817 papers

TitleStatusHype
Learning Analogy-Preserving Sentence Embeddings for Answer Selection—0
Learning Adaptable Patterns for Passage Reranking—0
Mind the Gap! Static and Interactive Evaluations of Large Audio Models—0
Differentiable End-to-End Program Executor for Sample and Computationally Efficient VQA—0
BeamAggR: Beam Aggregation Reasoning over Multi-source Knowledge for Multi-hop Question Answering—0
An Evaluation of Recent Neural Sequence Tagging Models in Turkish Named Entity Recognition—0
Learning a Compositional Semantics for Freebase with an Open Predicate Vocabulary—0
Different Contexts Lead to Different Word Embeddings—0
DIF: A Framework for Benchmarking and Verifying Implicit Bias in LLMs—0
DIESEL -- Dynamic Inference-Guidance via Evasion of Semantic Embeddings in LLMs—0
Lean Question Answering over Freebase from Scratch—0
Mining Compatible/Incompatible Entities from Question and Answering via Yes/No Answer Classification using Distant Label Expansion—0
LeanContext: Cost-Efficient Domain-Specific Question Answering Using LLMs—0
Mining Duplicate Questions of Stack Overflow—0
Mining Fine-grained Opinion Expressions with Shallow Parsing—0
Mining Implicit Relevance Feedback from User Behavior for Web Question Answering—0
Mining Information from Event Structure Relation Graph for Event Argument Extraction—0
Mining Interpretable AOG Representations from Convolutional Networks via Active Question Answering—0
Mining Japanese Compound Words and Their Pronunciations from Web Pages and Tweets—0
DIEM: Decomposition-Integration Enhancing Multimodal Insights—0
BDIQA: A New Dataset for Video Question Answering to Explore Cognitive Reasoning through Theory of Mind—0
Mining Paraphrasal Typed Templates from a Plain Text Corpus—0
An Evaluation of Image-Based Verb Prediction Models against Human Eye-Tracking Data—0
Mining Shape of Expertise: A Novel Approach Based on Convolutional Neural Network—0
Adversarial Representation Learning for Text-to-Image Matching—0
Mining temporal footprints from Wikipedia—0
A Comprehensive Comparative Study of Word and Sentence Similarity Measures—0
3D-CT-GPT: Generating 3D Radiology Reports through Integration of Large Vision-Language Models—0
LEAF-QA: Locate, Encode & Attend for Figure Question Answering—0
LEAF: Learning and Evaluation Augmented by Fact-Checking to Improve Factualness in Large Language Models—0
LCV2: An Efficient Pretraining-Free Framework for Grounded Visual Question Answering—0
Bayesian Symbol-Refined Tree Substitution Grammars for Syntactic Parsing—0
LCQMC:A Large-scale Chinese Question Matching Corpus—0
LB-KBQA: Large-language-model and BERT based Knowledge-Based Question and Answering System—0
DictaBERT: A State-of-the-Art BERT Suite for Modern Hebrew—0
LazyLLM: Dynamic Token Pruning for Efficient Long Context LLM Inference—0
Bayesian Supervised Domain Adaptation for Short Text Similarity—0
An Evaluation of GPT-4V and Gemini in Online VQA—0
Layer Importance and Hallucination Analysis in Large Language Models via Enhanced Activation Variance-Sparsity—0
Mitigating Large Language Model Hallucination with Faithful Finetuning—0
LAVIS: A Library for Language-Vision Intelligence—0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
Dialogue over Context and Structured Knowledge using a Neural Network Model with External Memories—0
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy—0
Bayesian Networks for Named Entity Prediction in Programming Community Question Answering—0
Data-augmented phrase-level alignment for mitigating object hallucination—0
LaVida Drive: Vision-Text Interaction VLM for Autonomous Driving with Token Selection, Recovery and Enhancement—0
Bayesian Deep Learning for Interactive Community Question Answering—0
Adversarial Regularization for Visual Question Answering: Strengths, Shortcomings, and Side Effects—0
Latent-Variable PCFGs: Background and Applications—0
Show:102550
← PrevPage 127 of 217Next →
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