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 501–550 of 10817 papers

TitleStatusHype
Hadamard product in deep learning: Introduction, Advances and Challenges—0
Bridging the Semantic Gaps: Improving Medical VQA Consistency with LLM-Augmented Question Sets—0
Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization—0
Instruction-augmented Multimodal Alignment for Image-Text and Element Matching—0
LLM-as-a-Judge: Reassessing the Performance of LLMs in Extractive QACode0
Mitigating LLM Hallucinations with Knowledge Graphs: A Case Study—0
AskQE: Question Answering as Automatic Evaluation for Machine Translation—0
Streamlining Biomedical Research with Specialized LLMs—0
Benchmarking Biopharmaceuticals Retrieval-Augmented Generation Evaluation—0
QAVA: Query-Agnostic Visual Attack to Large Vision-Language ModelsCode0
LVLM_CSP: Accelerating Large Vision Language Models via Clustering, Scattering, and Pruning for Reasoning Segmentation—0
RankAlign: A Ranking View of the Generator-Validator Gap in Large Language ModelsCode0
Ai2 Scholar QA: Organized Literature Synthesis with AttributionCode3
Exploring the Role of Knowledge Graph-Based RAG in Japanese Medical Question Answering with Small-Scale LLMs—0
From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs—0
Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning—0
Constructing Micro Knowledge Graphs from Technical Support Documents—0
VDocRAG: Retrieval-Augmented Generation over Visually-Rich Documents—0
Hallucination Detection in LLMs via Topological Divergence on Attention Graphs—0
Building Trustworthy Multimodal AI: A Review of Fairness, Transparency, and Ethics in Vision-Language Tasks—0
MMKB-RAG: A Multi-Modal Knowledge-Based Retrieval-Augmented Generation Framework—0
Pixel-SAIL: Single Transformer For Pixel-Grounded UnderstandingCode5
ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language ModelsCode1
See or Recall: A Sanity Check for the Role of Vision in Solving Visualization Question Answer Tasks with Multimodal LLMs—0
HD-RAG: Retrieval-Augmented Generation for Hybrid Documents Containing Text and Hierarchical Tables—0
A Survey on Efficient Vision-Language ModelsCode1
Kongzi: A Historical Large Language Model with Fact Enhancement—0
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video ReasoningCode2
PathVLM-R1: A Reinforcement Learning-Driven Reasoning Model for Pathology Visual-Language Tasks—0
NoTeS-Bank: Benchmarking Neural Transcription and Search for Scientific Notes Understanding—0
Knowledge Graph-extended Retrieval Augmented Generation for Question Answering—0
MedHal: An Evaluation Dataset for Medical Hallucination Detection—0
LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMsCode1
AstroLLaVA: towards the unification of astronomical data and natural language—0
VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering—0
Out of Style: RAG's Fragility to Linguistic VariationCode0
RAG-VR: Leveraging Retrieval-Augmented Generation for 3D Question Answering in VR EnvironmentsCode0
Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking—0
Data Metabolism: An Efficient Data Design Schema For Vision Language Model—0
Enhanced Question-Answering for Skill-based learning using Knowledge-based AI and Generative AI—0
Plan-and-Refine: Diverse and Comprehensive Retrieval-Augmented GenerationCode0
TokenFocus-VQA: Enhancing Text-to-Image Alignment with Position-Aware Focus and Multi-Perspective Aggregations on LVLMs—0
On the Temporal Question-Answering Capabilities of Large Language Models Over Anonymized Data—0
Beyond the Frame: Generating 360° Panoramic Videos from Perspective Videos—0
MRD-RAG: Enhancing Medical Diagnosis with Multi-Round Retrieval-Augmented GenerationCode1
TALE: A Tool-Augmented Framework for Reference-Free Evaluation of Large Language Models—0
How Can Objects Help Video-Language Understanding?—0
Do LLMs Understand Your Translations? Evaluating Paragraph-level MT with Question AnsweringCode0
PR-Attack: Coordinated Prompt-RAG Attacks on Retrieval-Augmented Generation in Large Language Models via Bilevel Optimization—0
MDIT: A Model-free Data Interpolation Method for Diverse Instruction Tuning—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