# Contextual Source: [Contextual]() Collection index: [llms.txt]() A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. ## Benchmarks Page 1 of 3. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Adversarial Attack on Neural Contextual Bandits on Yelp](): Adversarial Attack on Neural Contextual Bandits; Yelp. - [Contextual Privacy Preservation on PrivacyLens (test)](): Contextual Privacy Preservation; PrivacyLens (test). - [Multimodal Contextual Forecasting on Stock Market](): Multimodal Contextual Forecasting; Stock Market. - [Multimodal Contextual Forecasting on Zillow Real Estate](): Multimodal Contextual Forecasting; Zillow Real Estate. - [Contextual Visual Personalization (Editing) on VPTT-Bench 1.0 (test)](): Contextual Visual Personalization (Editing); VPTT-Bench 1.0 (test). - [Image Retrieval from Contextual Descriptions on IMAGECODE All (test)](): Image Retrieval from Contextual Descriptions; IMAGECODE All (test). - [Contextual Bandits on Jester](): Contextual Bandits; Jester. - [Contextual Bandits on MovieLens 25M](): Contextual Bandits; MovieLens 25M. - [Contextual Privacy Leakage Evaluation on PrivaCI-Bench](): Contextual Privacy Leakage Evaluation; PrivaCI-Bench. - [Contextual Privacy Leakage Evaluation on CONFAIDE Tier 3](): Contextual Privacy Leakage Evaluation; CONFAIDE Tier 3. - [Contextual Machine Translation on anaphora benchmark](): Contextual Machine Translation; anaphora benchmark. - [Factual verification and patient-contextual reasoning on MediEval 1.0 (test)](): Factual verification and patient-contextual reasoning; MediEval 1.0 (test). - [Contextual Robustness Question Answering on ConflictQA Unknown queries](): Contextual Robustness Question Answering; ConflictQA Unknown queries. - [Contextual Robustness Question Answering on ConflictQA (Known queries)](): Contextual Robustness Question Answering; ConflictQA (Known queries). - [Contextual stochastic optimization on Synthetic controlled portfolio sweep (Hardest 25%)](): Contextual stochastic optimization; Synthetic controlled portfolio sweep (Hardest 25%). - [Contextual stochastic optimization on Controlled portfolio sweep synthetic (test)](): Contextual stochastic optimization; Controlled portfolio sweep synthetic (test). - [Contextual Integrity Reasoning on PrivacyLens](): Contextual Integrity Reasoning; PrivacyLens. - [Contextual forecasting on Context Is Key](): Contextual forecasting; Context Is Key. - [Contextual Integrity Applicability and Compliance on GoldCoin-HIPAA](): Contextual Integrity Applicability and Compliance; GoldCoin-HIPAA. - [Contextual Bandits on MovieLens 100k](): Contextual Bandits; MovieLens 100k. - [Cyber-Threat Intelligence Contextualization on LLM-CTI Contextualization](): Cyber-Threat Intelligence Contextualization; LLM-CTI Contextualization. - [Contextual Automatic Speech Recognition on ICI](): Contextual Automatic Speech Recognition; ICI. - [Contextual Automatic Speech Recognition on DC](): Contextual Automatic Speech Recognition; DC. - [Contextual Automatic Speech Recognition on Aishell-1](): Contextual Automatic Speech Recognition; Aishell-1. - [Clinical Contextual Question Answering on Finnish breast cancer EHR dataset N=1,664 1.0 (Full)](): Clinical contextual question answering; Finnish breast cancer EHR dataset N=1,664 1.0 (Full). - [Contextual Bandit on MagicTelescope OpenML](): Contextual Bandit; MagicTelescope OpenML. - [Contextual Knowledge Adaptation (Multi-Semantic) on GENIUS](): Contextual Knowledge Adaptation (Multi-Semantic); GENIUS. - [Contextual Knowledge Adaptation (Prior-Conflicting) on GENIUS](): Contextual Knowledge Adaptation (Prior-Conflicting); GENIUS. - [Average Runtime on Synthetic Linear Bandit (K=5000, d=10)](): Linear Contextual Bandits; Synthetic Linear Bandit K=5000, d=10. - [Contextual Question Answering on 5% (forget set)](): Contextual Question Answering; 5% (forget set). - [Contextual Integrity on Synthetic Contextual Integrity (test)](): Contextual Integrity; Synthetic Contextual Integrity (test). - [Contextually grounded translation on VERIFY corpus](): Contextually grounded translation; VERIFY corpus. - [Contextual Discrimination on Neutral and Stigma (test)](): Contextual Discrimination; Neutral and Stigma (test). - [Contextual Image Generation on UNIVL-ImgGen single and multiple masks](): Contextual Image Generation; UNIVL-ImgGen single and multiple masks. - [Subject-driven Contextual Image Editing on DreamBench++ Multiple-Object](): Subject-driven Contextual Image Editing; DreamBench++ Multiple-Object. - [Contextual Image Retrieval on VIST](): Contextual Image Retrieval; VIST. - [Contextual Summarization on GraphRAG-Bench Medical Dataset (ACC, Cov)](): Contextual Summarization; GraphRAG-Bench Medical Dataset. - [Contextual Summarization on GraphRAG-Bench (ACC, Cov)](): Contextual Summarization; GraphRAG-Bench. - [Contextual Summarization on GraphRAG-Bench Medical Dataset](): Contextual Summarization; GraphRAG-Bench Medical Dataset. - [Contextual Summarization on GraphRAG-Bench](): Contextual Summarization; GraphRAG-Bench. - [Contextual Bandits on MIND small](): Contextual Bandits; MIND small. - [Contextual Bandits on ogbn-arxiv](): Contextual Bandits; ogbn-arxiv. - [Contextual Bandits on MovieLens-1M](): Contextual Bandits; MovieLens-1M. - [Contextual Automatic Speech Recognition on Spoken Darwin-Science (test)](): Contextual Automatic Speech Recognition; Spoken Darwin-Science (test). - [Contextual vulnerability assessment on OpenClaw](): Contextual vulnerability assessment; OpenClaw. - [Contextual Image Generation on VisDial 1.0 (test)](): Contextual Image Generation; VisDial 1.0 (test). - [Contextualized Personal Instance Retrieval on DeepFashion2 1.0 (test)](): Contextualized Personal Instance Retrieval; DeepFashion2 1.0 (test). - [Contextual Bandit on Census](): Contextual Bandit; Census. - [Contextual Bandit on Adult](): Contextual Bandit; Adult. - [Contextual Bandit on Jester](): Contextual Bandit; Jester. - [Contextual Bandit on Financial](): Contextual Bandit; Financial. - [Contextual Bandit on Covertype](): Contextual Bandit; Covertype. - [Contextual Bandit on Statlog](): Contextual Bandit; Statlog. - [Contextual Bandit on Mushroom](): Contextual Bandit; Mushroom. - [Contextual Bandit on Wheel Bandit delta=0.99](): Contextual Bandit; Wheel Bandit delta=0.99. - [Contextual Bandit on Wheel Bandit delta=0.95](): Contextual Bandit; Wheel Bandit delta=0.95. - [Contextual Bandit on Wheel Bandit delta=0.90](): Contextual Bandit; Wheel Bandit delta=0.90. - [Contextual Bandit on Wheel Bandit (delta=0.70)](): Contextual Bandit; Wheel Bandit (delta=0.70). - [Contextual Bandit on Wheel Bandit delta=0.50](): Contextual Bandit; Wheel Bandit delta=0.50. - [Contextual Understanding on Retrieval Quality Evaluation (test)](): Contextual Understanding; Retrieval Quality Evaluation (test). - [Contextual on G-Bench Medical (val)](): Contextual; G-Bench Medical (val). - [Contextual Question Answering on Gemma-2B-IT 5% forget set](): Contextual Question Answering; Gemma-2B-IT 5% forget set. - [Contextual Planning on VoxMind Agentic Core Capabilities Dataset](): Contextual Planning; VoxMind Agentic Core Capabilities Dataset. - [Contextual Image Captioning on Concadia (test)](): Contextual Image Captioning; Concadia (test). - [Contextual Exposure Policy Arbitration on 832-sample benchmark explicit routing exposure](): Contextual Exposure Policy Arbitration; 832-sample benchmark explicit routing exposure. - [Contextual Bandits on Synthetic Benchmarks T=10,000, R=5](): Contextual Bandits; Synthetic Benchmarks T=10,000, R=5. - [Contextual Bandit on OpenML Suite (8 Datasets)](): Contextual Bandit; OpenML (Adult, Covertype, EEGEyeState, GasDrift, MagicTelescope, Mushroom, PageBlocks, Shuttle). - [Contextual Pricing on Linear-valuation contextual pricing](): Contextual Pricing; Linear-valuation contextual pricing. - [Contextual Bandits on Yelp](): Contextual Bandits; Yelp. - [Contextual Bandits on Movielens](): Contextual Bandits; Movielens. - [Contextual Bandits on Disin](): Contextual Bandits; Disin. - [Contextual Bandits on MNIST](): Contextual Bandits; MNIST. - [Contextual Bandit on OpenML Shuttle T=10,000](): Contextual Bandit; OpenML Shuttle T=10,000. - [Contextual Bandit on OpenML Mushroom (T=8124)](): Contextual Bandit; OpenML Mushroom (T=8124). - [Contextual Bandit on OpenML Adult T=10,000](): Contextual Bandit; OpenML Adult T=10,000. - [Contextual Automatic Speech Recognition on LibriSpeech (test-clean)](): Contextual Automatic Speech Recognition; LibriSpeech (test-clean). - [Contextual Reasoning on HellaSwag](): Contextual Reasoning; HellaSwag. - [Visual Perception & Contextual Understanding on MMVP-VLM](): Visual Perception & Contextual Understanding; MMVP-VLM. - [Visual Perception & Contextual Understanding on SVO](): Visual Perception & Contextual Understanding; SVO. - [Contextual Image Generation on VIST 28 (test)](): Contextual Image Generation; VIST 28 (test).