Data and Impact Accounting (DIA) to track the carbon and water footprint of open-source AI and its derivatives.
Vector Institute
non-profit
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Papers
When Does RL Help Medical VLMs? Disentangling Vision, SFT, and RL Gains
LoopFormer: Elastic-Depth Looped Transformers for Latent Reasoning via Shortcut Modulation
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Vector Institute
The Vector Institute is an independent, not-for-profit research institution dedicated to advancing the field of artificial intelligence (AI) in Canada and globally. Located in Toronto, Ontario, we bring together researchers, engineers, and industry leaders to drive excellence and leadership in deep learning research.
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Eval Leaderboard
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Display benchmark results for models
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HumaniBench
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Human-Centric Benchmark for LMMs Evaluation
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UnBias-Plus Dataset Viewer
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Browse bias detection dataset with highlighted segments
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UnBias-Plus Leaderboard
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Bias detection benchmark for news articles
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DIA Footprint Dashboard
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Explore carbon, water, and energy footprints of AI model families
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Agents
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SONIC-O1 Leaderboard
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Audio-Video Understanding Benchmark with Fairness Analysis
models 14
vector-institute/open-pmc-18m-clip
Zero-Shot Image Classification • Updated • 31
vector-institute/Qwen3-8B-UnBias-Plus-SFT-Instruct-Legacy
Text Generation • 8B • Updated • 269 • 1
vector-institute/Qwen3-8B-UnBias-Plus-SFT
Text Generation • 8B • Updated • 11
vector-institute/Qwen3.5-4B-UnBias-Plus-SFT-Instruct
Text Generation • 5B • Updated • 17
vector-institute/Qwen3-8B-UnBias-Plus-SFT-Instruct
Text Generation • 8B • Updated • 53 • 1
vector-institute/Factuality-Alignment-Qwen2.5-14B
Text Generation • Updated • 6
vector-institute/pmc-18m-dab-detr
Object Detection • 43.8M • Updated • 487
vector-institute/open-pmc-clip
Updated • 3
vector-institute/nmb-plus-bias-ner-bert
Token Classification • 66.4M • Updated
vector-institute/pmc-helper-models
Updated • 1
datasets 29
vector-institute/dia-state-lab-2026
Viewer • Updated • 21 • 63
vector-institute/dia-state-lab
Viewer • Updated • 7 • 29
vector-institute/unbias-plus-dataset
Preview • Updated • 15
vector-institute/sonic-o1
Viewer • Updated • 2.91k • 122 • 2
vector-institute/open-pmc-18m
Viewer • Updated • 16.1M • 548 • 6
vector-institute/HumaniBench
Viewer • Updated • 32.6k • 145 • 4
vector-institute/Factuality_Alignment
Viewer • Updated • 49.4k • 13 • 2
vector-institute/nmr-bo
Updated • 3
vector-institute/aixpert
Viewer • Updated • 2.95k • 6 • 1
vector-institute/hotpotqa
Viewer • Updated • 105k • 27