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 7001–7050 of 10817 papers

TitleStatusHype
Object-Centric Temporal Consistency via Conditional Autoregressive Inductive Biases—0
Occam's Gates—0
Constraint-based Multi-hop Question Answering with Knowledge Graph—0
Adding Context to Semantic Data-Driven Paraphrasing—0
Evaluating the Retrieval Component in LLM-Based Question Answering Systems—0
TMLab SRPOL at SemEval-2019 Task 8: Fact Checking in Community Question Answering Forums—0
Harnessing Multilingual Resources to Question Answering in Arabic—0
OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models—0
Evaluating the Symbol Binding Ability of Large Language Models for Multiple-Choice Questions in Vietnamese General Education—0
oIQa: An Opinion Influence Oriented Question Answering Framework with Applications to Marketing Domain—0
Constraint Based Description of Polish Multiword Expressions—0
Harnessing Large Vision and Language Models in Agriculture: A Review—0
Olelo: A Question Answering Application for Biomedicine—0
OMCAT: Omni Context Aware Transformer—0
Constant Time Graph Neural Networks—0
A Survey for Efficient Open Domain Question Answering—0
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System—0
Optimization of Retrieval-Augmented Generation Context with Outlier Detection—0
Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models—0
Optimizing Inference Performance of Transformers on CPUs—0
Order Matters: Exploring Order Sensitivity in Multimodal Large Language Models—0
Evaluation for Partial Event Coreference—0
Harnessing AI for efficient analysis of complex policy documents: a case study of Executive Order 14110—0
Omni-R1: Do You Really Need Audio to Fine-Tune Your Audio LLM?—0
Hard to Cheat: A Turing Test based on Answering Questions about Images—0
A Supervised Word Alignment Method based on Cross-Language Span Prediction using Multilingual BERT—0
Hanfu-Bench: A Multimodal Benchmark on Cross-Temporal Cultural Understanding and Transcreation—0
OMoS-QA: A Dataset for Cross-Lingual Extractive Question Answering in a German Migration Context—0
Accelerating Manufacturing Scale-Up from Material Discovery Using Agentic Web Navigation and Retrieval-Augmented AI for Process Engineering Schematics Design—0
On Advances in Text Generation from Images Beyond Captioning: A Case Study in Self-Rationalization—0
Opinion Holder and Target Extraction on Opinion Compounds – A Linguistic Approach—0
Evaluation of ChatGPT on Biomedical Tasks: A Zero-Shot Comparison with Fine-Tuned Generative Transformers—0
On-Demand Distributional Semantic Distance and Paraphrasing—0
On-demand Injection of Lexical Knowledge for Recognising Textual Entailment—0
Handling Multiword Expressions in Causality Estimation—0
OneEncoder: A Lightweight Framework for Progressive Alignment of Modalities—0
Handling Anomalies of Synthetic Questions in Unsupervised Question Answering—0
Hand in Glove: Deep Feature Fusion Network Architectures for Answer Quality Prediction in Community Question Answering—0
HAMMR: HierArchical MultiModal React agents for generic VQA—0
A Supervised Approach for Enriching the Relational Structure of Frame Semantics in FrameNet—0
A Multi-answer Multi-task Framework for Real-world Machine Reading Comprehension—0
Evaluation of medium-large Language Models at zero-shot closed book generative question answering—0
Opinion Mining with Deep Recurrent Neural Networks—0
OneStop QAMaker: Extract Question-Answer Pairs from Text in a One-Stop Approach—0
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering—0
On Evaluating Embedding Models for Knowledge Base Completion—0
On Evaluating the Integration of Reasoning and Action in LLM Agents with Database Question Answering—0
One Vector is Not Enough: Entity-Augmented Distributed Semantics for Discourse Relations—0
Open-Vocabulary Functional 3D Scene Graphs for Real-World Indoor Spaces—0
ConSens: Assessing context grounding in open-book 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