# Plausibility

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

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 1. This is an index page, not the full collection.

- [Feature Attribution Plausibility on MDACE (test)](<https://www.sota2.com/research/sota/feature-attribution-plausibility-on-mdace-test.md>): Feature Attribution Plausibility; MDACE (test).

- [Explanation Plausibility on MDACE bigger (test)](<https://www.sota2.com/research/sota/explanation-plausibility-on-mdace-bigger-test.md>): Explanation Plausibility; MDACE bigger (test).

- [Physical Plausibility Evaluation on VideoPhy Hard 2](<https://www.sota2.com/research/sota/physical-plausibility-evaluation-on-videophy-hard-2.md>): Physical plausibility evaluation; VideoPhy Hard 2.

- [Physical Plausibility Evaluation on VideoPhy](<https://www.sota2.com/research/sota/physical-plausibility-evaluation-on-videophy.md>): Physical Plausibility Evaluation; VideoPhy.

- [Commonsense Plausibility Estimation (Attribute Ranking) on CoDa](<https://www.sota2.com/research/sota/commonsense-plausibility-estimation-attribute-ranking-on-coda.md>): Commonsense Plausibility Estimation (Attribute Ranking); CoDa.

- [Commonsense Plausibility Estimation (Free-form Text) on CFC](<https://www.sota2.com/research/sota/commonsense-plausibility-estimation-free-form-text-on-cfc.md>): Commonsense Plausibility Estimation (Free-form Text); CFC.

- [Word sense plausibility rating on AmbiStory (test)](<https://www.sota2.com/research/sota/word-sense-plausibility-rating-on-ambistory-test.md>): Word sense plausibility rating; AmbiStory (test).

- [Region-Based Anatomical Plausibility on Brain MRIs 95 Regions of Interest (test)](<https://www.sota2.com/research/sota/region-based-anatomical-plausibility-on-brain-mris-95-regions-of-interest-test.md>): Region-Based Anatomical Plausibility; Brain MRIs 95 Regions of Interest (test).

- [Answer Plausibility Estimation on TriviaQA](<https://www.sota2.com/research/sota/answer-plausibility-estimation-on-triviaqa.md>): Answer Plausibility Estimation; TriviaQA.

- [Answer Plausibility Estimation on NQ](<https://www.sota2.com/research/sota/answer-plausibility-estimation-on-nq.md>): Answer Plausibility Estimation; NQ.

- [Answer Plausibility Estimation on QASC](<https://www.sota2.com/research/sota/answer-plausibility-estimation-on-qasc.md>): Answer Plausibility Estimation; QASC.

- [Answer Plausibility Estimation on MuSiQue](<https://www.sota2.com/research/sota/answer-plausibility-estimation-on-musique.md>): Answer Plausibility Estimation; MuSiQue.

- [Rationale Plausibility on MIMIC-IV ICD-10 (test)](<https://www.sota2.com/research/sota/rationale-plausibility-on-mimic-iv-icd-10-test.md>): Rationale Plausibility; MIMIC-IV ICD-10 (test).

- [Layout Consistency and Physical Plausibility on ADT](<https://www.sota2.com/research/sota/layout-consistency-and-physical-plausibility-on-adt.md>): Layout Consistency and Physical Plausibility; ADT.

- [Physical Plausibility Evaluation on VideoPhy 2 (Full set)](<https://www.sota2.com/research/sota/physical-plausibility-evaluation-on-videophy-2-full-set.md>): Physical plausibility evaluation; VideoPhy 2 (Full set).

- [Rationale Plausibility on MIMIC-IV ICD-10 SNOMED CT Entity Linking Challenge (test)](<https://www.sota2.com/research/sota/rationale-plausibility-on-mimic-iv-icd-10-snomed-ct-entity-linking-challenge-test.md>): Rationale Plausibility; MIMIC-IV ICD-10 SNOMED CT Entity Linking Challenge (test).

- [Physical Plausibility and Subject Deformity on Curated Prompt Set (OOD)](<https://www.sota2.com/research/sota/physical-plausibility-and-subject-deformity-on-curated-prompt-set-ood.md>): Physical Plausibility and Subject Deformity; Curated Prompt Set (OOD).

- [Physical Plausibility and Subject Deformity on Internal Dataset (ID train)](<https://www.sota2.com/research/sota/physical-plausibility-and-subject-deformity-on-internal-dataset-id-train.md>): Physical Plausibility and Subject Deformity; Internal Dataset (ID train).

- [Plausibility Analysis on MovieReviews (test)](<https://www.sota2.com/research/sota/plausibility-analysis-on-moviereviews-test.md>): Plausibility Analysis; MovieReviews (test).

- [Plausibility Analysis on MLQE-PE v1 (test)](<https://www.sota2.com/research/sota/plausibility-analysis-on-mlqe-pe-v1-test.md>): Plausibility Analysis; MLQE-PE v1 (test).

- [Physical Plausibility Verification on PhysicsIQ MAGI-1 24B V2V (N=16)](<https://www.sota2.com/research/sota/physical-plausibility-verification-on-physicsiq-magi-1-24b-v2v-n-16.md>): Physical Plausibility Verification; PhysicsIQ MAGI-1 24B V2V N=16.

- [Physical Plausibility Verification on PhysicsIQ MAGI-1 24B I2V (N=16)](<https://www.sota2.com/research/sota/physical-plausibility-verification-on-physicsiq-magi-1-24b-i2v-n-16.md>): Physical Plausibility Verification; PhysicsIQ MAGI-1 24B I2V (N=16).

- [Physical Plausibility Verification on PhysicsIQ CogVideoX-5B I2V (N=16)](<https://www.sota2.com/research/sota/physical-plausibility-verification-on-physicsiq-cogvideox-5b-i2v-n-16.md>): Physical Plausibility Verification; PhysicsIQ CogVideoX-5B I2V (N=16).

- [Physical Plausibility Verification on PhysicsIQ Wan2.1 14B I2V (N=16)](<https://www.sota2.com/research/sota/physical-plausibility-verification-on-physicsiq-wan2-1-14b-i2v-n-16.md>): Physical Plausibility Verification; PhysicsIQ Wan2.1 14B I2V (N=16).

- [Physical Plausibility Verification on PhysicsIQ MAGI-1 4.5B I2V (N=16)](<https://www.sota2.com/research/sota/physical-plausibility-verification-on-physicsiq-magi-1-4-5b-i2v-n-16.md>): Physical Plausibility Verification; PhysicsIQ MAGI-1 4.5B I2V (N=16).

- [Biological Plausibility (Tissue Volume Estimation) on Multi-Stack Dataset](<https://www.sota2.com/research/sota/biological-plausibility-tissue-volume-estimation-on-multi-stack-dataset.md>): Biological Plausibility (Tissue Volume Estimation); Multi-Stack Dataset.

- [Narrative Plausibility Scoring on Ambistory (test)](<https://www.sota2.com/research/sota/narrative-plausibility-scoring-on-ambistory-test.md>): Narrative Plausibility Scoring; Ambistory (test).

- [Fluid-structure plausibility on DrivAerNet++](<https://www.sota2.com/research/sota/fluid-structure-plausibility-on-drivaernet-plus-plus.md>): Fluid-structure plausibility; DrivAerNet++.

- [Fluid-structure plausibility on MipNeRF360](<https://www.sota2.com/research/sota/fluid-structure-plausibility-on-mipnerf360.md>): Fluid-structure plausibility; MipNeRF360.

- [Fluid-structure plausibility on Blender](<https://www.sota2.com/research/sota/fluid-structure-plausibility-on-blender.md>): Fluid-structure plausibility; Blender.

- [Event Plausibility Prediction on 20Q (test)](<https://www.sota2.com/research/sota/event-plausibility-prediction-on-20q-test.md>): Event Plausibility Prediction; 20Q (test).

- [Event Plausibility Prediction on PEP-3K (test)](<https://www.sota2.com/research/sota/event-plausibility-prediction-on-pep-3k-test.md>): Event Plausibility Prediction; PEP-3K (test).

- [Physical Plausibility Evaluation on Physics-IQ (modified)](<https://www.sota2.com/research/sota/physical-plausibility-evaluation-on-physics-iq-modified.md>): Physical Plausibility Evaluation; Physics-IQ (modified).

- [Counterfactual Explanation Plausibility on Spirals](<https://www.sota2.com/research/sota/counterfactual-explanation-plausibility-on-spirals.md>): Counterfactual Explanation Plausibility; Spirals.

- [Physical Plausibility Evaluation on 3D-FRONT](<https://www.sota2.com/research/sota/physical-plausibility-evaluation-on-3d-front.md>): Physical Plausibility Evaluation; 3D-FRONT.

- [Binary comparison for commonsense plausibility on ViComTe Material 1.0 (test)](<https://www.sota2.com/research/sota/binary-comparison-for-commonsense-plausibility-on-vicomte-material-1-0-test.md>): Binary comparison for commonsense plausibility; ViComTe Material 1.0 (test).

- [Binary comparison for commonsense plausibility on ViComTe Shape 1.0 (test)](<https://www.sota2.com/research/sota/binary-comparison-for-commonsense-plausibility-on-vicomte-shape-1-0-test.md>): Binary comparison for commonsense plausibility; ViComTe Shape 1.0 (test).

- [Binary comparison for commonsense plausibility on ViComTe Color 1.0 (test)](<https://www.sota2.com/research/sota/binary-comparison-for-commonsense-plausibility-on-vicomte-color-1-0-test.md>): Binary comparison for commonsense plausibility; ViComTe Color 1.0 (test).

- [Binary comparison for commonsense plausibility on CoDa 1.0 (test)](<https://www.sota2.com/research/sota/binary-comparison-for-commonsense-plausibility-on-coda-1-0-test.md>): Binary comparison for commonsense plausibility; CoDa 1.0 (test).

- [Narrative Plausibility Scoring on Ambistory (dev)](<https://www.sota2.com/research/sota/narrative-plausibility-scoring-on-ambistory-dev.md>): Narrative Plausibility Scoring; Ambistory (dev).

- [Physical Plausibility Assessment on Dining Room](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-dining-room.md>): Physical Plausibility Assessment; Dining Room.

- [Physical Plausibility Assessment on Living Room](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-living-room.md>): Physical Plausibility Assessment; Living Room.

- [Physical Plausibility Assessment on Bedroom](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-bedroom.md>): Physical Plausibility Assessment; Bedroom.

- [Plausibility on MS-MARCO Gemma-Human (dev)](<https://www.sota2.com/research/sota/plausibility-on-ms-marco-gemma-human-dev.md>): Plausibility; MS-MARCO Gemma-Human (dev).

- [Plausibility rating prediction on SemEval Task 5 2026 (test)](<https://www.sota2.com/research/sota/plausibility-rating-prediction-on-semeval-task-5-2026-test.md>): Plausibility rating prediction; SemEval Task 5 2026 (test).

- [Implausibility Heatmap Prediction on RichHF-18K (test)](<https://www.sota2.com/research/sota/implausibility-heatmap-prediction-on-richhf-18k-test.md>): Implausibility heatmap prediction; RichHF-18K (test).

- [Physical Plausibility Validation on PhysCodeBench (test)](<https://www.sota2.com/research/sota/physical-plausibility-validation-on-physcodebench-test.md>): Physical Plausibility Validation; PhysCodeBench (test).

- [Skull-Face Overlay Anatomical Plausibility on Synthetic SFO Dataset Most realistic scenario C](<https://www.sota2.com/research/sota/skull-face-overlay-anatomical-plausibility-on-synthetic-sfo-dataset-most-realistic-scenario-c.md>): Skull-Face Overlay Anatomical Plausibility; Synthetic SFO Dataset Most realistic scenario C.

- [Skull-Face Overlay Anatomical Plausibility on Synthetic SFO Dataset Noisy perturbed B](<https://www.sota2.com/research/sota/skull-face-overlay-anatomical-plausibility-on-synthetic-sfo-dataset-noisy-perturbed-b.md>): Skull-Face Overlay Anatomical Plausibility; Synthetic SFO Dataset Noisy perturbed B.

- [Skull-Face Overlay Anatomical Plausibility on Synthetic SFO Dataset Ideal noise-free frontal A](<https://www.sota2.com/research/sota/skull-face-overlay-anatomical-plausibility-on-synthetic-sfo-dataset-ideal-noise-free-frontal-a.md>): Skull-Face Overlay Anatomical Plausibility; Synthetic SFO Dataset Ideal noise-free frontal A.

- [Physics Plausibility Evaluation on YCB-Video 12 trajectories (Overall)](<https://www.sota2.com/research/sota/physics-plausibility-evaluation-on-ycb-video-12-trajectories-overall.md>): Physics Plausibility Evaluation; YCB-Video 12 trajectories (Overall).

- [Clinical Trial Plausibility on Clinical Trial Abstracts (test)](<https://www.sota2.com/research/sota/clinical-trial-plausibility-on-clinical-trial-abstracts-test.md>): Clinical Trial Plausibility; Clinical Trial Abstracts (test).

- [MCQ Quality Evaluation (Distractor Semantic Plausibility) on MCQ Quality Assessment Dataset N=200](<https://www.sota2.com/research/sota/mcq-quality-evaluation-distractor-semantic-plausibility-on-mcq-quality-assessment-dataset-n-200.md>): MCQ Quality Evaluation (Distractor Semantic Plausibility); MCQ Quality Assessment Dataset N=200.

- [Plausibility Analysis on CIFAR-100 original (val)](<https://www.sota2.com/research/sota/plausibility-analysis-on-cifar-100-original-val.md>): Plausibility Analysis; CIFAR-100 original (val).

- [Physical Plausibility Assessment on PCMDE Human Agreement (Overall Case-study)](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-pcmde-human-agreement-overall-case-study.md>): Physical Plausibility Assessment; PCMDE Human Agreement (Overall Case-study).

- [Physical Plausibility Assessment on PCMDE Human Agreement (Animal case-study)](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-pcmde-human-agreement-animal-case-study.md>): Physical Plausibility Assessment; PCMDE Human Agreement (Animal case-study).

- [Physical Plausibility Assessment on PCMDE Human Agreement Car (case-study)](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-pcmde-human-agreement-car-case-study.md>): Physical Plausibility Assessment; PCMDE Human Agreement Car (case-study).

- [Physical Plausibility Assessment on PCMDE Human Agreement Aircraft (case-study)](<https://www.sota2.com/research/sota/physical-plausibility-assessment-on-pcmde-human-agreement-aircraft-case-study.md>): Physical Plausibility Assessment; PCMDE Human Agreement Aircraft (case-study).