# Tens Source: [Tens]() 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. - [Low-rank tensor decomposition on Cardiac MRI tensor](): Low-rank tensor decomposition; Cardiac MRI tensor. - [Tucker decomposition on Cardiac MRI tensor](): Tucker decomposition; Cardiac MRI tensor. - [Long-context Recall on SQuAD, FDA, and SWDE Subset](): Long-context Recall; Long-context Recall-intensive Tasks Suite SQuAD, FDA, SWDE. - [Tensor Decomposition on Hyperspectral image tensor](): Tensor Decomposition; Hyperspectral image tensor. - [Hyperspectral Tensor Reconstruction on Hyperspectral radiance image tensor (full)](): Hyperspectral Tensor Reconstruction; Hyperspectral radiance image tensor (full). - [Refusal Evaluation on Past Tense](): Refusal Evaluation; Past Tense. - [Tensor Completion on Order-3 nonnegative tensors n=500 samples (test)](): Tensor Completion; Order-3 nonnegative tensors n=500 samples (test). - [Relative Robustness Analysis on Combined Past Tense, OR-Bench, MMLU](): Relative Robustness Analysis; Combined Past Tense, OR-Bench, MMLU. - [Object Detection Performance on Tesla T4 GPU TensorRT 8.2](): Object Detection; Tesla T4 GPU TensorRT 8.2. - [Recall-intensive Retrieval on SWDE, SQuAD, FDA, TQA, NQ, and Drop Suite](): Recall-intensive retrieval; Recall-intensive retrieval tasks SWDE, SQUADE, FDA, Trivial QA, NQ, Drop. - [Tool-integrated Reasoning on Computational and Knowledge-Intensive Reasoning Suite (test)](): Tool-integrated Reasoning; Computational and Knowledge-Intensive Reasoning Tasks (AIME24, AIME25, MATH500, GSM8K, MATH, WebWalker, HQA, 2Wiki., MuSiQ., Bamb.) latest (test). - [Knowledge-Intensive Reasoning on Knowledge-Intensive Reasoning Suite (2Wiki, Bamb, HQA, MuSi, SimQA)](): Knowledge-Intensive Reasoning; Knowledge-Intensive Reasoning Suite 2Wiki., Bamb., HQA, MuSi., SimQA. - [Tense Reinflection on tense reinflection without auxiliary do (hierarchical)](): Tense Reinflection; tense reinflection without auxiliary do (hierarchical). - [Edge Estimation on Synthetic tensor time series](): Edge estimation; Synthetic tensor time series. - [Tense Reinflection on tense reinflection without auxiliary do (test)](): Tense Reinflection; tense reinflection without auxiliary do (test). - [Prompt Optimization on Logical Reasoning, Mathematical Calculation, and Knowledge Intensive tasks Average](): Prompt Optimization; Logical Reasoning, Mathematical Calculation, and Knowledge Intensive tasks Average. - [Disease Classification on UK Biobank Hypertension (test)](): Disease Classification; UK Biobank Hypertension (test). - [Uncertainty Attribution on UA-Bench Reasoning-intensive Tasks](): Uncertainty Attribution; UA-Bench Reasoning-intensive Tasks. - [Uncertainty Attribution on UA-Bench Knowledge-intensive Tasks](): Uncertainty Attribution; UA-Bench Knowledge-intensive Tasks. - [Recall-Intensive Evaluation on Recall-Intensive Tasks](): Recall-Intensive Evaluation; Recall-Intensive Tasks. - [Tensor Completion on Increasing order nonnegative tensors synthetic n = 10,000 samples](): Tensor Completion; Increasing order nonnegative tensors synthetic n = 10,000 samples. - [Tensor Completion on Nonnegative tensors size 10^6](): Tensor Completion; Nonnegative tensors size 10^6. - [Tense reinflection on Tense reinflection (auxiliary do) Generalization Comparison 1.0](): Tense reinflection; Tense reinflection (auxiliary do) Generalization Comparison 1.0. - [Tense reinflection on Tense reinflection (auxiliary do) 1.0 (Linear generalization)](): Tense reinflection; Tense reinflection (auxiliary do) 1.0 (Linear generalization). - [Tense reinflection on Tense reinflection auxiliary do 1.0 (Hierarchical generalization)](): Tense reinflection; Tense reinflection auxiliary do 1.0 (Hierarchical generalization). - [Tense Reinflection on Tense reinflection auxiliary do 1.0 (test)](): Tense reinflection; Tense reinflection auxiliary do 1.0 (test). - [Tense Reinflection on tense reinflection without auxiliary do inductive bias](): Tense Reinflection; tense reinflection without auxiliary do inductive bias. - [Tense Reinflection on Tense Reinflection without auxiliary do (linear)](): Tense Reinflection; Tense Reinflection without auxiliary do (linear). - [Graph Expressivity on BREC Extension Graphs v1](): Graph Expressivity; BREC Extension Graphs v1. - [Question Answering on Knowledge-Intensive Question Answering Benchmarks Aggregate](): Question Answering; Knowledge-Intensive Question Answering Benchmarks Aggregate. - [Network Change Point Detection on Synthetic tensor time series (test)](): Network change point detection; Synthetic tensor time series (test). - [Person Re-identification on Market-1501 Data Extension 10% → 100%](): Person Re-identification; Market-1501 Data Extension 10% → 100%. - [Compiler Optimization on tensorflow](): Compiler Optimization; tensorflow. - [Malicious Package Detection on PyPI Extensive Imports (test)](): Malicious Package Detection; PyPI Extensive Imports (test). - [Long Video Generation on VBench 2x extension 1.0](): Long Video Generation; VBench 2x extension 1.0. - [Person Re-identification on Market-1501 Data Extension 50% → 100%](): Person Re-identification; Market-1501 Data Extension 50% → 100%. - [Image Retrieval on In-shop Backbone Extension (R18 → R50)](): Image Retrieval; In-shop Backbone Extension (R18 → R50). - [Image Retrieval on In-shop Data Extension (30% → 100%)](): Image Retrieval; In-shop Data Extension (30% → 100%). - [In-context recall on Recall-intensive tasks suite](): In-context recall; Recall-intensive tasks suite. - [Tensor Completion on Synthetic Discrete Data tensor size 30x30x30 (30% Sampling Rate)](): Tensor Completion; Synthetic Discrete Data tensor size 30x30x30 (30% Sampling Rate). - [Tensor Completion on Synthetic Discrete Data tensor size 30x30x30 (20% Sampling Rate)](): Tensor Completion; Synthetic Discrete Data tensor size 30x30x30 (20% Sampling Rate). - [Mathematical Reasoning on MathVerse-Plus Vision Intensive 1.0 (test)](): Mathematical Reasoning; MathVerse-Plus Vision Intensive 1.0 (test). - [Mathematical Reasoning on MathVerse Vision Intensive (testmini)](): Mathematical Reasoning; MathVerse Vision Intensive (testmini). - [CyanoHAB Intensity Forecasting on CyanoHAB intensity forecasting 2023-2024 (test)](): CyanoHAB intensity forecasting; CyanoHAB intensity forecasting 2023-2024 (test). - [Relighting on TensoSDF synthetic dataset (full)](): Relighting; TensoSDF synthetic dataset (full). - [Reasoning Quality Evaluation on EmoArt salience extension (test)](): Reasoning Quality Evaluation; EmoArt salience extension (test). - [Classification on Hypertension](): Classification; Hypertension. - [Out-of-Distribution Detection on JUMP Intensity Shift](): Out-of-Distribution Detection; JUMP Intensity Shift. - [Out-of-Distribution Detection on BBBC021 Intensity Shift](): Out-of-Distribution Detection; BBBC021 Intensity Shift. - [Clinical Diagnosis on Hypertension (test)](): Clinical Diagnosis; Hypertension (test). - [Hypertension Classification on Hypertension Classification Dataset](): Hypertension Classification; Hypertension Classification Dataset. - [Novel View Synthesis on TensoIR Synthetic](): Novel View Synthesis; TensoIR Synthetic. - [Table Question Answering on ROBUT-WTQ Column Extension (test)](): Table Question Answering; ROBUT-WTQ Column Extension (test). - [In-hospital mortality prediction on MIMIC-III Hypertension](): In-hospital mortality prediction; MIMIC-III Hypertension. - [Text-to-Image Generation on SEARCHGEN-BENCH Search-Intensive](): Text-to-Image Generation; SEARCHGEN-BENCH Search-Intensive. - [Prescription rate prediction on London Prescription Outcomes Hypertension (Ten-fold cross-validation)](): Prescription rate prediction; London Prescription Outcomes Hypertension (Ten-fold cross-validation). - [Fish Feeding Intensity Quantification on Fish Feeding Intensity Dataset](): Fish Feeding Intensity Quantification; Fish Feeding Intensity Dataset. - [Semantic Segmentation Efficiency on 256x256 Input](): Semantic Segmentation; Input tensor (1, 3, 256, 256). - [Object Detection on KITTI-Rain 200mm/hr rain intensity (test)](): Object Detection; KITTI-Rain 200mm/hr rain intensity (test). - [Prompt Injection Robustness on TensorTrust hijacking and extraction (full dataset)](): Prompt Injection Robustness; TensorTrust hijacking and extraction (full dataset). - [Multi-step tensor program optimization on Step-TP (100 held-out tensor programs)](): Multi-step tensor program optimization; Step-TP (100 held-out tensor programs). - [Engineering Design Optimization on tension\_spring](): Engineering Design Optimization; tension\_spring. - [Mathematical Reasoning on GSM8k Tensor-2 (test)](): Mathematical Reasoning; GSM8k Tensor-2 (test). - [Relighting on TensoIR (test)](): Relighting; TensoIR (test). - [Indirect Illumination Reconstruction on TensoIR-derived Indirect Illumination Dataset 1.0 (test)](): Indirect Illumination Reconstruction; TensoIR-derived Indirect Illumination Dataset 1.0 (test). - [Spatio-temporal forecasting on Intensity-22 (3-day)](): Spatio-temporal forecasting; Intensity-22 (3-day). - [Contact Force Estimation on Tensioned String Tactile Sensor Dataset (test)](): Contact Force Estimation; Tensioned String Tactile Sensor Dataset (test). - [Outfit Recommendation on Real fashion data utb-tensor](): Outfit Recommendation; Real fashion data utb-tensor. - [Outfit Recommendation on Real fashion data utb-tensor (offline)](): Outfit recommendation; Real fashion data utb-tensor (offline). - [Tensor Compression on 6th-order synthetic tensors](): Tensor Compression; 6th-order synthetic tensors. - [Detection of LLM-generated text on M4 extension (Generation: Polish 4o-mini, Regeneration: Para 4o-mini)](): Detection of LLM-generated text; M4 extension Generation: Polish 4o-mini, Regeneration: Para 4o-mini. - [Detection of LLM-generated text on M4 extension Generation Revise 4.1 Regeneration Para 4o-mini](): Detection of LLM-generated text; M4 extension Generation Revise 4.1 Regeneration Para 4o-mini. - [Detection of LLM-generated text on M4 extension Generation: Revise 4o-mini, Regeneration: Para 4o-mini](): Detection of LLM-generated text; M4 extension Generation: Revise 4o-mini, Regeneration: Para 4o-mini. - [Detection of LLM-generated text on M4 extension Generation: Para Phi, Regeneration: Para 4o-mini](): Detection of LLM-generated text; M4 extension Generation: Para Phi, Regeneration: Para 4o-mini. - [Detection of LLM-generated text on M4 extension (Generation: Para Grok, Regeneration: Para 4o-mini)](): Detection of LLM-generated text; M4 extension (Generation: Para Grok, Regeneration: Para 4o-mini). - [Detection of LLM-generated text on M4 extension Generation Para DeepSeek Regeneration Para 4o-mini](): Detection of LLM-generated text; M4 extension Generation Para DeepSeek Regeneration Para 4o-mini. - [Detection of LLM-generated text on M4 extension Generation: Para 4.1, Regeneration: Para 4o-mini](): Detection of LLM-generated text; M4 extension Generation: Para 4.1, Regeneration: Para 4o-mini. - [Detection of LLM-generated text on M4 (Para 4o-mini Gen/Regen)](): Detection of LLM-generated text; M4 extension Generation: Para 4o-mini, Regeneration: Para 4o-mini. - [Knowledge-intensive language tasks evaluation on Knowledge Intensive Tasks (test)](): Knowledge-intensive language tasks evaluation; Knowledge Intensive Tasks (test). - [Material Decomposition on TensorIR](): Material Decomposition; TensorIR.