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 2776–2800 of 10817 papers

TitleStatusHype
SuRe: Summarizing Retrievals using Answer Candidates for Open-domain QA of LLMsCode1
Language Models Still Struggle to Zero-shot Reason about Time SeriesCode0
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study—0
Evaluating Span Extraction in Generative Paradigm: A Reflection on Aspect-Based Sentiment Analysis—0
Consistency Training by Synthetic Question Generation for Conversational Question AnsweringCode0
Text-controlled Motion Mamba: Text-Instructed Temporal Grounding of Human Motion—0
Uncertainty-Based Abstention in LLMs Improves Safety and Reduces Hallucinations—0
Spiral of Silence: How is Large Language Model Killing Information Retrieval? -- A Case Study on Open Domain Question AnsweringCode1
Reasoning on Efficient Knowledge Paths:Knowledge Graph Guides Large Language Model for Domain Question Answering—0
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidenceCode1
ViTextVQA: A Large-Scale Visual Question Answering Dataset for Evaluating Vietnamese Text Comprehension in ImagesCode0
Find The Gap: Knowledge Base Reasoning For Visual Question Answering—0
Med-MoE: Mixture of Domain-Specific Experts for Lightweight Medical Vision-Language ModelsCode2
CoTAR: Chain-of-Thought Attribution Reasoning with Multi-level Granularity—0
Consistency and Uncertainty: Identifying Unreliable Responses From Black-Box Vision-Language Models for Selective Visual Question Answering—0
HOI-Ref: Hand-Object Interaction Referral in Egocentric Vision—0
TextCoT: Zoom In for Enhanced Multimodal Text-Rich Image UnderstandingCode1
TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table DecompositionCode1
Constructing Benchmarks and Interventions for Combating Hallucinations in LLMsCode1
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval—0
Bridging Vision and Language Spaces with Assignment PredictionCode0
Unveiling LLM Evaluation Focused on Metrics: Challenges and Solutions—0
GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning—0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
Show:102550
← PrevPage 112 of 433Next →
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