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 1151–1200 of 10817 papers

TitleStatusHype
Beyond Text: Implementing Multimodal Large Language Model-Powered Multi-Agent Systems Using a No-Code Platform—0
LLM-MedQA: Enhancing Medical Question Answering through Case Studies in Large Language Models—0
A review of faithfulness metrics for hallucination assessment in Large Language Models—0
Probing Visual Language Priors in VLMs—0
EQUATOR: A Deterministic Framework for Evaluating LLM Reasoning with Open-Ended Questions. # v1.0.0-beta—0
OCRBench v2: An Improved Benchmark for Evaluating Large Multimodal Models on Visual Text Localization and ReasoningCode4
Dual Diffusion for Unified Image Generation and UnderstandingCode2
Online Video Understanding: OVBench and VideoChat-OnlineCode2
An Empirical Evaluation of Large Language Models on Consumer Health Questions—0
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation ModelsCode0
FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Visual Language ModelsCode2
Are LLMs Really Not Knowledgable? Mining the Submerged Knowledge in LLMs' Memory—0
UniRS: Unifying Multi-temporal Remote Sensing Tasks through Vision Language ModelsCode0
Plug-and-Play Training Framework for Preference Optimization—0
MapQaTor: An Extensible Framework for Efficient Annotation of Map-Based QA DatasetsCode0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation—0
Enhancing Table Recognition with Vision LLMs: A Benchmark and Neighbor-Guided Toolchain ReasonerCode1
Hierarchical Banzhaf Interaction for General Video-Language Representation Learning—0
WalkVLM:Aid Visually Impaired People Walking by Vision Language Model—0
Enhanced Multimodal RAG-LLM for Accurate Visual Question Answering—0
Audiopedia: Audio QA with KnowledgeCode0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
Efficient Multi-Agent Collaboration with Tool Use for Online Planning in Complex Table Question Answering—0
Building a Rich Dataset to Empower the Persian Question Answering Systems—0
Long Context vs. RAG for LLMs: An Evaluation and RevisitsCode1
Pre-training, Fine-tuning and Re-ranking: A Three-Stage Framework for Legal Question Answering—0
ErgoChat: a Visual Query System for the Ergonomic Risk Assessment of Construction Workers—0
Text2Insight: Transform natural language text into insights seamlessly using multi-model architecture—0
TARGA: Targeted Synthetic Data Generation for Practical Reasoning over Structured Data—0
Interacted Object Grounding in Spatio-Temporal Human-Object InteractionsCode1
Perceive, Query & Reason: Enhancing Video QA with Question-Guided Temporal Queries—0
Improving Generated and Retrieved Knowledge Combination Through Zero-shot Generation—0
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
TextMatch: Enhancing Image-Text Consistency Through Multimodal Optimization—0
Exploring Embedding Priors in Prompt-Tuning for Improved Interpretability and Control—0
Unlocking the Potential of Multiple BERT Models for Bangla Question Answering in NCTB Textbooks—0
HAUR: Human Annotation Understanding and Recognition Through Text-Heavy Images—0
Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language ModelsCode2
Property Enhanced Instruction Tuning for Multi-task Molecule Generation with Large Language ModelsCode1
LININ: Logic Integrated Neural Inference Network for Explanatory Visual Question AnsweringCode0
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM EraCode1
Multi-Agents Based on Large Language Models for Knowledge-based Visual Question Answering—0
LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and LocatingCode1
GeAR: Graph-enhanced Agent for Retrieval-augmented Generation—0
Factuality or Fiction? Benchmarking Modern LLMs on Ambiguous QA with Citations—0
From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question AnsweringCode0
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG—0
Survey of Large Multimodal Model Datasets, Application Categories and Taxonomy—0
Multimodal Preference Data Synthetic Alignment with Reward ModelCode0
VidCtx: Context-aware Video Question Answering with Image ModelsCode0
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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