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 4651–4700 of 10817 papers

TitleStatusHype
ArabianGPT: Native Arabic GPT-based Large Language Model—0
Evaluating the Performance of ChatGPT for Spam Email Detection—0
VISREAS: Complex Visual Reasoning with Unanswerable Questions—0
Biomedical Entity Linking as Multiple Choice Question AnsweringCode0
DOSA: A Dataset of Social Artifacts from Different Indian Geographical Subcultures—0
Multimodal Transformer With a Low-Computational-Cost Guarantee—0
Cost-Adaptive Recourse Recommendation by Adaptive Preference Elicitation—0
Do LLMs Implicitly Determine the Suitable Text Difficulty for Users?Code0
Does the Generator Mind its Contexts? An Analysis of Generative Model Faithfulness under Context Transfer—0
CommVQA: Situating Visual Question Answering in Communicative ContextsCode0
Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond—0
Self-DC: When to Reason and When to Act? Self Divide-and-Conquer for Compositional Unknown Questions—0
LLMs Meet Long Video: Advancing Long Video Question Answering with An Interactive Visual Adapter in LLMs—0
RefuteBench: Evaluating Refuting Instruction-Following for Large Language ModelsCode0
PQA: Zero-shot Protein Question Answering for Free-form Scientific Enquiry with Large Language ModelsCode0
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language ModelsCode0
FormulaReasoning: A Dataset for Formula-Based Numerical ReasoningCode0
Question Calibration and Multi-Hop Modeling for Temporal Question Answering—0
Exploring the Impact of Table-to-Text Methods on Augmenting LLM-based Question Answering with Domain Hybrid Data—0
Exploring the Frontier of Vision-Language Models: A Survey of Current Methodologies and Future Directions—0
VideoPrism: A Foundational Visual Encoder for Video Understanding—0
Slot-VLM: SlowFast Slots for Video-Language Modeling—0
Modality-Aware Integration with Large Language Models for Knowledge-based Visual Question Answering—0
TrustScore: Reference-Free Evaluation of LLM Response TrustworthinessCode0
Cofca: A Step-Wise Counterfactual Multi-hop QA benchmark—0
Artifacts or Abduction: How Do LLMs Answer Multiple-Choice Questions Without the Question?Code0
Training Table Question Answering via SQL Query Decomposition—0
RJUA-MedDQA: A Multimodal Benchmark for Medical Document Question Answering and Clinical Reasoning—0
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence—0
Model Tailor: Mitigating Catastrophic Forgetting in Multi-modal Large Language Models—0
Tables as Texts or Images: Evaluating the Table Reasoning Ability of LLMs and MLLMs—0
Graph-Based Retriever Captures the Long Tail of Biomedical Knowledge—0
Question Answering Over Spatio-Temporal Knowledge Graph—0
Large Language Models Can Better Understand Knowledge Graphs Than We Thought—0
CliqueParcel: An Approach For Batching LLM Prompts That Jointly Optimizes Efficiency And Faithfulness—0
A Question Answering Based Pipeline for Comprehensive Chinese EHR Information Extraction—0
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering—0
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning—0
MURRE: Multi-Hop Table Retrieval with Removal for Open-Domain Text-to-SQLCode0
Exploring Hybrid Question Answering via Program-based Prompting—0
Where is the answer? Investigating Positional Bias in Language Model Knowledge ExtractionCode0
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering—0
Assessing biomedical knowledge robustness in large language models by query-efficient sampling attacks—0
Inference to the Best Explanation in Large Language Models—0
PaLM2-VAdapter: Progressively Aligned Language Model Makes a Strong Vision-language Adapter—0
Question-Instructed Visual Descriptions for Zero-Shot Video Question AnsweringCode0
II-MMR: Identifying and Improving Multi-modal Multi-hop Reasoning in Visual Question AnsweringCode0
Construction of a Syntactic Analysis Map for Yi Shui School through Text Mining and Natural Language Processing Research—0
VQAttack: Transferable Adversarial Attacks on Visual Question Answering via Pre-trained Models—0
PAT-Questions: A Self-Updating Benchmark for Present-Anchored Temporal 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