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 4051–4100 of 10817 papers

TitleStatusHype
From Parse-Execute to Parse-Execute-Refine: Improving Semantic Parser for Complex Question Answering over Knowledge Base—0
Coal Mining Question Answering with LLMs—0
From Pixels to Objects: Cubic Visual Attention for Visual Question Answering—0
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing—0
Do KG-augmented Models Leverage Knowledge as Humans Do?—0
Do great minds think alike? Investigating Human-AI Complementarity in Question Answering with CAIMIRA—0
From Questions to Insightful Answers: Building an Informed Chatbot for University Resources—0
From RAGs to rich parameters: Probing how language models utilize external knowledge over parametric information for factual queries—0
Annotating and Predicting Non-Restrictive Noun Phrase Modifications—0
Do Fine-tuned Commonsense Language Models Really Generalize?—0
Compositional Physical Reasoning of Objects and Events from Videos—0
From Retrieval to Generation: Comparing Different Approaches—0
Helpful or Harmful? Exploring the Efficacy of Large Language Models for Online Grooming Prevention—0
Do Explanations make VQA Models more Predictable to a Human?—0
From Shallow to Deep: Compositional Reasoning over Graphs for Visual Question Answering—0
From Strings to Things: Knowledge-Enabled VQA Model That Can Read and Reason—0
Does Your 3D Encoder Really Work? When Pretrain-SFT from 2D VLMs Meets 3D VLMs—0
From text to multimodal: a survey of adversarial example generation in question answering systems—0
From Text to Visuals: Using LLMs to Generate Math Diagrams with Vector Graphics—0
From Textual Entailment to Knowledgeable Machines—0
Better Query Graph Selection for Knowledge Base Question Answering—0
Affordances in Grounded Language Learning—0
A Comprehensive Survey on Evaluating Large Language Model Applications in the Medical Industry—0
From Visual to Acoustic Question Answering—0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning—0
Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance—0
Does the "most sinfully decadent cake ever" taste good? Answering Yes/No Questions from Figurative Contexts—0
Frustratingly Easy Model Ensemble for Abstractive Summarization—0
Better Early than Late: Fusing Topics with Word Embeddings for Neural Question Paraphrase Identification—0
Frustratingly Hard Evidence Retrieval for QA Over Books—0
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer—0
Does Synthetic Data Generation of LLMs Help Clinical Text Mining?—0
Better Distractions: Transformer-based Distractor Generation and Multiple Choice Question Filtering—0
Full-Time Supervision based Bidirectional RNN for Factoid Question Answering—0
CoCo-BERT: Improving Video-Language Pre-training with Contrastive Cross-modal Matching and Denoising—0
Asking Too Much? The Rhetorical Role of Questions in Political Discourse—0
Annotate and Identify Modalities, Speech Acts and Finer-Grained Event Types in Chinese Text—0
Functorial Language Games for Question Answering—0
Does Similarity Matter? The Case of Answer Extraction from Technical Discussion Forums—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
Fuse and Adapt: Investigating the Use of Pre-Trained Self-Supervising Learning Models in Limited Data NLU problems—0
Best Response Shaping—0
Affective Visual Dialog: A Large-Scale Benchmark for Emotional Reasoning Based on Visually Grounded Conversations—0
Does QA-based intermediate training help fine-tuning language models for text classification?—0
Does Object Grounding Really Reduce Hallucination of Large Vision-Language Models?—0
BESTMVQA: A Benchmark Evaluation System for Medical Visual Question Answering—0
A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers—0
HealthQ: Unveiling Questioning Capabilities of LLM Chains in Healthcare Conversations—0
Does my multimodal model learn cross-modal interactions? It's harder to tell than you might think!—0
Show:102550
← PrevPage 82 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