# CEP

Source: [CEP](<https://www.sota2.com/research/task/cep>)

Collection index: [llms.txt](<https://www.sota2.com/research/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 20. This is an index page, not the full collection.

- [Next index page](<https://www.sota2.com/research/task/cep.md?page=2>): Follow this link to discover more pages.

- [Multimodal Perception and Cognition on MME](<https://www.sota2.com/research/sota/multimodal-perception-and-cognition-on-mme.md>): Multimodal Perception and Cognition; MME.

- [Concept Attribution on iSarcasm](<https://www.sota2.com/research/sota/concept-attribution-on-isarcasm.md>): Concept Attribution; iSarcasm.

- [Visual Perception on BLINK](<https://www.sota2.com/research/sota/visual-perception-on-blink.md>): Visual Perception; BLINK.

- [Concept Attribution on COCO](<https://www.sota2.com/research/sota/concept-attribution-on-coco.md>): Concept Attribution; COCO.

- [Concept Attribution on CLEVR (test)](<https://www.sota2.com/research/sota/concept-attribution-on-clevr-test.md>): Concept Attribution; CLEVR (test).

- [High-resolution perception on HR Bench 4K](<https://www.sota2.com/research/sota/high-resolution-perception-on-hr-bench-4k.md>): High-resolution perception; HR Bench 4K.

- [Visual Perception on MMVP](<https://www.sota2.com/research/sota/visual-perception-on-mmvp.md>): Visual Perception; MMVP.

- [Linguistic Acceptability on CoLA (Accuracy)](<https://www.sota2.com/research/sota/linguistic-acceptability-on-cola-accuracy.md>): Linguistic Acceptability; CoLA.

- [Multimodal Visual Perception on MMVP](<https://www.sota2.com/research/sota/multimodal-visual-perception-on-mmvp.md>): Multimodal Visual Perception; MMVP.

- [Multimodal Perception on MME Perception](<https://www.sota2.com/research/sota/multimodal-perception-on-mme-perception.md>): Multimodal Perception; MME Perception.

- [Concept Attribution on Pascal](<https://www.sota2.com/research/sota/concept-attribution-on-pascal.md>): Concept Attribution; Pascal.

- [High-Resolution Visual Perception on HR-Bench 4K](<https://www.sota2.com/research/sota/high-resolution-visual-perception-on-hr-bench-4k.md>): High-Resolution Visual Perception; HR-Bench 4K.

- [Multimodal Perception Assessment on MME Perception](<https://www.sota2.com/research/sota/multimodal-perception-assessment-on-mme-perception.md>): Multimodal Perception Assessment; MME Perception.

- [Certifiable Acceptance Length Estimation on Qwen3-4B](<https://www.sota2.com/research/sota/certifiable-acceptance-length-estimation-on-qwen3-4b.md>): Certifiable Acceptance Length Estimation; Qwen3-4B.

- [Visual Perception and Reasoning on BLINK](<https://www.sota2.com/research/sota/visual-perception-and-reasoning-on-blink.md>): Visual Perception and Reasoning; BLINK.

- [Continual Concept Learning on 10 Sequential Concepts (test)](<https://www.sota2.com/research/sota/continual-concept-learning-on-10-sequential-concepts-test.md>): Continual Concept Learning; 10 Sequential Concepts (test).

- [NSFW Concept Generation on NSFW-200 Violence v2.1 (test)](<https://www.sota2.com/research/sota/nsfw-concept-generation-on-nsfw-200-violence-v2-1-test.md>): NSFW Concept Generation; NSFW-200 Violence v2.1 (test).

- [NSFW Concept Generation on NSFW-200 Sex v2.1 (test)](<https://www.sota2.com/research/sota/nsfw-concept-generation-on-nsfw-200-sex-v2-1-test.md>): NSFW Concept Generation; NSFW-200 Sex v2.1 (test).

- [Perceptual Quality Assessment on HPE-Bench 1.0 (test)](<https://www.sota2.com/research/sota/perceptual-quality-assessment-on-hpe-bench-1-0-test.md>): Perceptual Quality Assessment; HPE-Bench 1.0 (test).

- [High-Resolution Visual Perception on HR-Bench 8K](<https://www.sota2.com/research/sota/high-resolution-visual-perception-on-hr-bench-8k.md>): High-Resolution Visual Perception; HR-Bench 8K.

- [Concept Accuracy on Broden simplified (test)](<https://www.sota2.com/research/sota/concept-accuracy-on-broden-simplified-test.md>): Concept Accuracy; Broden simplified (test).

- [Visual Perception and Reasoning on V\*](<https://www.sota2.com/research/sota/visual-perception-and-reasoning-on-v.md>): Visual Perception and Reasoning; V\*.

- [Video Perception on Perception (test)](<https://www.sota2.com/research/sota/video-perception-on-perception-test.md>): Video Perception; Perception (test).

- [Deceptive Commitment Prediction on Leave-one-environment-out transfer (held-out fifth)](<https://www.sota2.com/research/sota/deceptive-commitment-prediction-on-leave-one-environment-out-transfer-held-out-fifth.md>): Deceptive commitment prediction; Deceptive commitment prediction Leave-one-environment-out transfer (held-out fifth).

- [Linguistic Acceptability on CoLA (test)](<https://www.sota2.com/research/sota/linguistic-acceptability-on-cola-test.md>): Linguistic Acceptability; CoLA (test).

- [High-resolution perception on V\*](<https://www.sota2.com/research/sota/high-resolution-perception-on-v.md>): High-resolution perception; V\*.

- [Concept leakage evaluation on CUB](<https://www.sota2.com/research/sota/concept-leakage-evaluation-on-cub.md>): Concept leakage evaluation; CUB.

- [Concept Removal on Ring-A-Bell Nudity](<https://www.sota2.com/research/sota/concept-removal-on-ring-a-bell-nudity.md>): Concept Removal; Ring-A-Bell Nudity.

- [Emotion Perception on EEmo-Bench](<https://www.sota2.com/research/sota/emotion-perception-on-eemo-bench.md>): Emotion Perception; EEmo-Bench.

- [Visual Perception on MME Perception](<https://www.sota2.com/research/sota/visual-perception-on-mme-perception.md>): Visual Perception; MME Perception.

- [Visual Perception and Reasoning on V\* Bench](<https://www.sota2.com/research/sota/visual-perception-and-reasoning-on-v-bench.md>): Visual Perception and Reasoning; V\* Bench.

- [Perceptual Audio Quality Assessment on Vibrating Objects](<https://www.sota2.com/research/sota/perceptual-audio-quality-assessment-on-vibrating-objects.md>): Perceptual Audio Quality Assessment; Vibrating Objects.

- [Susceptibility to Adversarial Fine-Tuning on ImageNet](<https://www.sota2.com/research/sota/susceptibility-to-adversarial-fine-tuning-on-imagenet.md>): Susceptibility to adversarial fine-tuning; ImageNet.

- [Receptor Docking Affinity on TDC DRD3 (leaderboard)](<https://www.sota2.com/research/sota/receptor-docking-affinity-on-tdc-drd3-leaderboard.md>): Receptor Docking Affinity; TDC DRD3 (leaderboard).

- [Visual Perception on AI2D](<https://www.sota2.com/research/sota/visual-perception-on-ai2d.md>): Visual Perception; AI2D.

- [Perception on MME-RealWorld Lite](<https://www.sota2.com/research/sota/perception-on-mme-realworld-lite.md>): Perception; MME-RealWorld Lite.

- [Multimodal Perception on MME](<https://www.sota2.com/research/sota/multimodal-perception-on-mme.md>): Multimodal Perception; MME.

- [Urban Perception Dimension Scores on Place Pulse 2.0](<https://www.sota2.com/research/sota/urban-perception-dimension-scores-on-place-pulse-2-0.md>): Urban Perception; Place Pulse 2.0.

- [Visual Perception on BLINK (val)](<https://www.sota2.com/research/sota/visual-perception-on-blink-val.md>): Visual Perception; BLINK (val).

- [Fine-grained Perception on HR-Bench 4K (FSP, FCP, Over.)](<https://www.sota2.com/research/sota/fine-grained-perception-on-hr-bench-4k-fsp-fcp-over.md>): Fine-grained Perception; HR-Bench 4K.

- [Multi-modal Perception Evaluation on MME Perception](<https://www.sota2.com/research/sota/multi-modal-perception-evaluation-on-mme-perception.md>): Multi-modal Perception Evaluation; MME Perception.

- [Multimodal Perception on MME (Granular Metrics)](<https://www.sota2.com/research/sota/multimodal-perception-on-mme-granular-metrics.md>): Multimodal Perception; MME.

- [Visual Perception on V\*](<https://www.sota2.com/research/sota/visual-perception-on-v.md>): Visual Perception; V\*.

- [Real-Time Visual Perception on OVO-Bench](<https://www.sota2.com/research/sota/real-time-visual-perception-on-ovo-bench.md>): Real-Time Visual Perception; OVO-Bench.

- [Fine-Grained Perception on MMVP](<https://www.sota2.com/research/sota/fine-grained-perception-on-mmvp.md>): Fine-Grained Perception; MMVP.

- [Concept Erasure on 39 NLP settings (13 LLMs x 3 concepts)](<https://www.sota2.com/research/sota/concept-erasure-on-39-nlp-settings-13-llms-x-3-concepts.md>): Concept Erasure; 39 NLP settings (13 LLMs x 3 concepts: sycophancy, gender, safety).

- [Estrogen Receptor Status Prediction on TCGA-BRCA](<https://www.sota2.com/research/sota/estrogen-receptor-status-prediction-on-tcga-brca.md>): Estrogen Receptor Status Prediction; TCGA-BRCA.

- [Linguistic Acceptability on CoLA (Generalization Error Approximation)](<https://www.sota2.com/research/sota/linguistic-acceptability-on-cola-generalization-error-approximation.md>): Linguistic Acceptability; CoLA.

- [Perceptual Quality Assessment on TIEdit 1.0 (test)](<https://www.sota2.com/research/sota/perceptual-quality-assessment-on-tiedit-1-0-test.md>): Perceptual Quality Assessment; TIEdit 1.0 (test).

- [Concept Attribution on Sarcasm Dataset](<https://www.sota2.com/research/sota/concept-attribution-on-sarcasm-dataset.md>): Concept Attribution; Sarcasm Dataset.

- [Human Perception Regression on Street View Imagery](<https://www.sota2.com/research/sota/human-perception-regression-on-street-view-imagery.md>): Human Perception Regression; Street View Imagery.

- [Multimodal Perception and Cognition on MME (test)](<https://www.sota2.com/research/sota/multimodal-perception-and-cognition-on-mme-test.md>): Multimodal Perception and Cognition; MME (test).

- [Concept Erasure on Van Gogh style](<https://www.sota2.com/research/sota/concept-erasure-on-van-gogh-style.md>): Concept Erasure; Van Gogh style.

- [Fine-grained Visual Perception on HRBench-8K](<https://www.sota2.com/research/sota/fine-grained-visual-perception-on-hrbench-8k.md>): Fine-grained Visual Perception; HRBench-8K.

- [Perceptual Similarity on BAPPS (val)](<https://www.sota2.com/research/sota/perceptual-similarity-on-bapps-val.md>): Perceptual Similarity; BAPPS (val).

- [Fine-grained Perception on HR-Bench 8K (FSP, FCP, Avg)](<https://www.sota2.com/research/sota/fine-grained-perception-on-hr-bench-8k-fsp-fcp-avg.md>): Fine-grained Perception; HR-Bench 8K.

- [Fine-grained Visual Perception on V\* Bench](<https://www.sota2.com/research/sota/fine-grained-visual-perception-on-v-bench.md>): Fine-grained Visual Perception; V\* Bench.

- [Concept Attribution on GoEmotions v1.0 (test)](<https://www.sota2.com/research/sota/concept-attribution-on-goemotions-v1-0-test.md>): Concept Attribution; GoEmotions v1.0 (test).

- [Perception and Reasoning on RealWorldQA](<https://www.sota2.com/research/sota/perception-and-reasoning-on-realworldqa.md>): Perception and Reasoning; RealWorldQA.

- [High-resolution Perception on HR-Bench 8K](<https://www.sota2.com/research/sota/high-resolution-perception-on-hr-bench-8k.md>): High-resolution Perception; HR-Bench 8K.

- [Multimodal Perception Evaluation on MME-P](<https://www.sota2.com/research/sota/multimodal-perception-evaluation-on-mme-p.md>): Multimodal Perception Evaluation; MME-P.

- [Concept leakage evaluation on aPY](<https://www.sota2.com/research/sota/concept-leakage-evaluation-on-apy.md>): Concept leakage evaluation; aPY.

- [Concept leakage evaluation on AwA2](<https://www.sota2.com/research/sota/concept-leakage-evaluation-on-awa2.md>): Concept leakage evaluation; AwA2.

- [Adversarial Attack Imperceptibility on ImageNet](<https://www.sota2.com/research/sota/adversarial-attack-imperceptibility-on-imagenet.md>): Adversarial Attack Imperceptibility; ImageNet.

- [Concept Unlearning on UnlearnDiffAtk](<https://www.sota2.com/research/sota/concept-unlearning-on-unlearndiffatk.md>): Concept Unlearning; UnlearnDiffAtk.

- [Multimodal Perception on MME P](<https://www.sota2.com/research/sota/multimodal-perception-on-mme-p.md>): Multimodal Perception; MME P.

- [Concept Extraction Evaluation on 4 classification datasets average](<https://www.sota2.com/research/sota/concept-extraction-evaluation-on-4-classification-datasets-average.md>): Concept Extraction Evaluation; 4 classification datasets average.

- [Multimodal Perception on HR-8K](<https://www.sota2.com/research/sota/multimodal-perception-on-hr-8k.md>): Multimodal Perception; HR-8K.

- [Perceptual Image Restoration on Average across datasets (combined)](<https://www.sota2.com/research/sota/perceptual-image-restoration-on-average-across-datasets-combined.md>): Perceptual Image Restoration; Average across datasets (combined).

- [Concept Learning on Text Domains Aggregated: Academic Papers, Movie Plots, News Articles, Song Lyrics (test)](<https://www.sota2.com/research/sota/concept-learning-on-text-domains-aggregated-academic-papers-movie-plots-news-articles-song-lyrics-test.md>): Concept Learning; Text Domains Aggregated: Academic Papers, Movie Plots, News Articles, Song Lyrics (test).

- [Geometric Perception on GePBench 1.0 (Overall)](<https://www.sota2.com/research/sota/geometric-perception-on-gepbench-1-0-overall.md>): Geometric Perception; GePBench 1.0 (Overall).

- [Geometric Perception on GePBench 1.0 (Hard)](<https://www.sota2.com/research/sota/geometric-perception-on-gepbench-1-0-hard.md>): Geometric Perception; GePBench 1.0 (Hard).

- [Geometric Perception on GePBench Easy 1.0](<https://www.sota2.com/research/sota/geometric-perception-on-gepbench-easy-1-0.md>): Geometric Perception; GePBench Easy 1.0.

- [High-Resolution Image Perception on V\* Bench](<https://www.sota2.com/research/sota/high-resolution-image-perception-on-v-bench.md>): High-Resolution Image Perception; V\* Bench.

- [Deception Detection on Varied Deception](<https://www.sota2.com/research/sota/deception-detection-on-varied-deception.md>): Deception Detection; Varied Deception.

- [Collaborative Perception on V2XSet (test)](<https://www.sota2.com/research/sota/collaborative-perception-on-v2xset-test.md>): Collaborative Perception; V2XSet (test).

- [Collaborative Perception on OPV2V (test)](<https://www.sota2.com/research/sota/collaborative-perception-on-opv2v-test.md>): Collaborative Perception; OPV2V (test).

- [Multimodal Perception and Reasoning on MME](<https://www.sota2.com/research/sota/multimodal-perception-and-reasoning-on-mme.md>): Multimodal Perception and Reasoning; MME.

- [Concept Erasure on GCD v1.4 (test)](<https://www.sota2.com/research/sota/concept-erasure-on-gcd-v1-4-test.md>): Concept Erasure; GCD v1.4 (test).

- [Linguistic Acceptability on CoLA](<https://www.sota2.com/research/sota/linguistic-acceptability-on-cola.md>): Linguistic Acceptability; COLA.