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 2426–2450 of 10817 papers

TitleStatusHype
Benchmarking Large Multimodal Models for Ophthalmic Visual Question Answering with OphthalWeChat—0
ExAnte: A Benchmark for Ex-Ante Inference in Large Language ModelsCode0
Diagnosing and Mitigating Modality Interference in Multimodal Large Language ModelsCode0
Automated Text-to-Table for Reasoning-Intensive Table QA: Pipeline Design and Benchmarking InsightsCode0
It's High Time: A Survey of Temporal Information Retrieval and Question Answering—0
CP-Router: An Uncertainty-Aware Router Between LLM and LRM—0
S2LPP: Small-to-Large Prompt Prediction across LLMs—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
AMQA: An Adversarial Dataset for Benchmarking Bias of LLMs in Medicine and HealthcareCode0
SpokenNativQA: Multilingual Everyday Spoken Queries for LLMs—0
ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment—0
Self-Critique Guided Iterative Reasoning for Multi-hop Question AnsweringCode0
SituatedThinker: Grounding LLM Reasoning with Real-World through Situated ThinkingCode0
Weaver: Interweaving SQL and LLM for Table Reasoning—0
Medical Large Vision Language Models with Multi-Image Visual AbilityCode0
When Two LLMs Debate, Both Think They'll Win—0
UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models—0
GC-KBVQA: A New Four-Stage Framework for Enhancing Knowledge Based Visual Question Answering Performance—0
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-AnsweringCode0
Climate-Eval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change—0
BRIT: Bidirectional Retrieval over Unified Image-Text Graph—0
Benchmarking Poisoning Attacks against Retrieval-Augmented Generation—0
The Silent Saboteur: Imperceptible Adversarial Attacks against Black-Box Retrieval-Augmented Generation Systems—0
Multilingual Question Answering in Low-Resource Settings: A Dzongkha-English Benchmark for Foundation ModelsCode0
Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding—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