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 2501–2525 of 10817 papers

TitleStatusHype
VoQA: Visual-only Question AnsweringCode0
YESciEval: Robust LLM-as-a-Judge for Scientific Question Answering—0
Memory-Centric Embodied Question Answer—0
Toward Effective Reinforcement Learning Fine-Tuning for Medical VQA in Vision-Language Models—0
Texts or Images? A Fine-grained Analysis on the Effectiveness of Input Representations and Models for Table Question AnsweringCode0
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation—0
Abacus: A Cost-Based Optimizer for Semantic Operator Systems—0
Debating for Better Reasoning: An Unsupervised Multimodal Approach—0
HausaNLP: Current Status, Challenges and Future Directions for Hausa Natural Language Processing—0
Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method—0
Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering—0
AutoRev: Automatic Peer Review System for Academic Research Papers—0
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks—0
The Hallucination Tax of Reinforcement Finetuning—0
Studying the Role of Input-Neighbor Overlap in Retrieval-Augmented Language Models Training Efficiency—0
RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture UnderstandingCode0
Visual Instruction Bottleneck Tuning—0
Domain Adaptation of VLM for Soccer Video Understanding—0
Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification—0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models—0
SurveillanceVQA-589K: A Benchmark for Comprehensive Surveillance Video-Language Understanding with Large Models—0
Q^2Forge: Minting Competency Questions and SPARQL Queries for Question-Answering Over Knowledge Graphs—0
Rethinking Predictive Modeling for LLM Routing: When Simple kNN Beats Complex Learned Routers—0
KIT's Offline Speech Translation and Instruction Following Submission for IWSLT 2025—0
Tianyi: A Traditional Chinese Medicine all-rounder language model and its Real-World Clinical Practice—0
Show:102550
← PrevPage 101 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