SOTAVerified

General Knowledge

This task aims to evaluate the ability of a model to answer general-knowledge questions.

Source: BIG-bench

Papers

Showing 251275 of 399 papers

TitleStatusHype
Generative Meta-Learning for Zero-Shot Relation Triplet Extraction0
Better Question-Answering Models on a BudgetCode1
SAM Fails to Segment Anything? -- SAM-Adapter: Adapting SAM in Underperformed Scenes: Camouflage, Shadow, Medical Image Segmentation, and MoreCode3
EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion RecognitionCode1
Colo-SCRL: Self-Supervised Contrastive Representation Learning for Colonoscopic Video Retrieval0
Stop Words for Processing Software Engineering Documents: Do they Matter?0
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
Video Question Answering Using CLIP-Guided Visual-Text Attention0
Exploit CAM by itself: Complementary Learning System for Weakly Supervised Semantic Segmentation0
Dive into the Resolution Augmentations and Metrics in Low Resolution Face Recognition: A Plain yet Effective New BaselineCode0
Continual Pre-training of Language ModelsCode2
Ten Lessons We Have Learned in the New "Sparseland": A Short Handbook for Sparse Neural Network Researchers0
Adapting a Language Model While Preserving its General KnowledgeCode2
KAER: A Knowledge Augmented Pre-Trained Language Model for Entity Resolution0
Few-Shot Class-Incremental Learning via Class-Aware Bilateral DistillationCode1
DKT: Diverse Knowledge Transfer Transformer for Class Incremental Learning0
PoE: a Panel of Experts for Generalized Automatic Dialogue Assessment0
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and MultimodalCode3
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
G-MAP: General Memory-Augmented Pre-trained Language Model for Domain TasksCode0
Rethinking Two Consensuses of the Transferability in Deep Learning0
Knowledge Distillation for Detection Transformer with Consistent Distillation Points SamplingCode0
World Knowledge in Multiple Choice Reading ComprehensionCode0
Evident: a Development Methodology and a Knowledge Base Topology for Data Mining, Machine Learning and General Knowledge Management0
Dominance-based Rough Set Approach, basic ideas and main trends0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Chinchilla-70B (few-shot, k=5)Accuracy94.3Unverified
2Gopher-280B (few-shot, k=5)Accuracy93.9Unverified
3Chinchilla-70B (few-shot, k=5)Accuracy 85.7Unverified
4Gopher-280B (few-shot, k=5)Accuracy 84.8Unverified
5Gopher-280B (few-shot, k=5)Accuracy84.2Unverified
6Gopher-280B (few-shot, k=5)Accuracy 84.1Unverified
7Gopher-280B (few-shot, k=5)Accuracy 83.9Unverified
8Gopher-280B (few-shot, k=5)Accuracy83.3Unverified
9Gopher-280B (few-shot, k=5)Accuracy 81.8Unverified
10Gopher-280B (few-shot, k=5)Accuracy 81Unverified