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 3801–3850 of 10817 papers

TitleStatusHype
Integrating SPARQL and LLMs for Question Answering over Scholarly Data Sources—0
MEDIC: Towards a Comprehensive Framework for Evaluating LLMs in Clinical Applications—0
Mitigating Hallucination in Visual-Language Models via Re-Balancing Contrastive Decoding—0
Enhancing Temporal Understanding in Audio Question Answering for Large Audio Language Models—0
VisScience: An Extensive Benchmark for Evaluating K12 Educational Multi-modal Scientific Reasoning—0
Accelerating Large Language Model Pretraining via LFR Pedagogy: Learn, Focus, and Review—0
Seek and Solve Reasoning for Table Question Answering—0
MLLM-LLaVA-FL: Multimodal Large Language Model Assisted Federated Learning—0
Breaking Neural Network Scaling Laws with Modularity—0
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language Models—0
Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language ModelingCode0
Just ASR + LLM? A Study on Speech Large Language Models' Ability to Identify and Understand Speaker in Spoken DialogueCode0
Question-Answering Dense Video EventsCode0
WebQuest: A Benchmark for Multimodal QA on Web Page Sequences—0
Combining LLMs and Knowledge Graphs to Reduce Hallucinations in Question Answering—0
COLUMBUS: Evaluating COgnitive Lateral Understanding through Multiple-choice reBUSesCode0
The representation landscape of few-shot learning and fine-tuning in large language modelsCode0
mPLUG-DocOwl2: High-resolution Compressing for OCR-free Multi-page Document Understanding—0
OccLLaMA: An Occupancy-Language-Action Generative World Model for Autonomous Driving—0
Enhancing Healthcare LLM Trust with Atypical Presentations RecalibrationCode0
MARAGS: A Multi-Adapter System for Multi-Task Retrieval Augmented Generation Question Answering—0
RAG based Question-Answering for Contextual Response Prediction System—0
Vietnamese Legal Information Retrieval in Question-Answering System—0
MOSMOS: Multi-organ segmentation facilitated by medical report supervision—0
R2GQA: Retriever-Reader-Generator Question Answering System to Support Students Understanding Legal Regulations in Higher Education—0
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering—0
How Privacy-Savvy Are Large Language Models? A Case Study on Compliance and Privacy Technical Review—0
GoT-CQA: Graph-of-Thought Guided Compositional Reasoning for Chart Question Answering—0
Word and Phrase Features in Graph Convolutional Network for Automatic Question Classification—0
Blocks as Probes: Dissecting Categorization Ability of Large Multimodal Models—0
Unforgettable Generalization in Language Models—0
How to Determine the Preferred Image Distribution of a Black-Box Vision-Language Model?Code0
Pairing Analogy-Augmented Generation with Procedural Memory for Procedural Q&ACode0
Towards Investigating Biases in Spoken Conversational Search—0
Language Models Benefit from Preparation with Elicited Knowledge—0
Kvasir-VQA: A Text-Image Pair GI Tract DatasetCode0
Harnessing the Power of Semi-Structured Knowledge and LLMs with Triplet-Based Prefiltering for Question AnsweringCode0
WikiCausal: Corpus and Evaluation Framework for Causal Knowledge Graph ConstructionCode0
YA-TA: Towards Personalized Question-Answering Teaching Assistants using Instructor-Student Dual Retrieval-augmented Knowledge Fusion—0
Retrieval-Augmented Natural Language Reasoning for Explainable Visual Question Answering—0
InkubaLM: A small language model for low-resource African languages—0
Evaluation of Table Representations to Answer Questions from Tables in Documents : A Case Study using 3GPP Specifications—0
MAPWise: Evaluating Vision-Language Models for Advanced Map Queries—0
Look, Learn and Leverage (L^3): Mitigating Visual-Domain Shift and Discovering Intrinsic Relations via Symbolic Alignment—0
"Is This It?": Towards Ecologically Valid Benchmarks for Situated Collaboration—0
Event Extraction for Portuguese: A QA-driven Approach using ACE-2005—0
M4CXR: Exploring Multi-task Potentials of Multi-modal Large Language Models for Chest X-ray Interpretation—0
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications—0
A Survey for Large Language Models in Biomedicine—0
Space3D-Bench: Spatial 3D Question Answering Benchmark—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