# JUST

Source: [JUST](<https://www.sota2.com/research/dataset/just>)

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.

- [Utility Evaluation on Just-Eval](<https://www.sota2.com/research/sota/utility-evaluation-on-just-eval.md>): Utility Evaluation; Just-Eval.

- [Model Helpfulness Evaluation on Just-Eval (test)](<https://www.sota2.com/research/sota/model-helpfulness-evaluation-on-just-eval-test.md>): Model Helpfulness Evaluation; Just-Eval (test).

- [Compositional Multi-tasking Summarization, Tone Adjustment, Translation (test)](<https://www.sota2.com/research/sota/compositional-multi-tasking-summarization-tone-adjustment-translation-test.md>): Compositional Multi-tasking; Compositional Multi-tasking Summarization, Tone Adjustment, Translation (test).

- [Bundle Adjustment on BAL (various scenes)](<https://www.sota2.com/research/sota/bundle-adjustment-on-bal-various-scenes.md>): Bundle Adjustment; BAL (Bundle Adjustment in the Large) (various scenes).

- [Deductive Reasoning on JustLogic (test)](<https://www.sota2.com/research/sota/deductive-reasoning-on-justlogic-test.md>): Deductive Reasoning; JustLogic (test).

- [Text Generation on Aggregate NLP Tasks (GEC, Smart Reply, Summarization, Tone Adjustment, QA) (test)](<https://www.sota2.com/research/sota/text-generation-on-aggregate-nlp-tasks-gec-smart-reply-summarization-tone-adjustment-qa-test.md>): Text Generation; Aggregate NLP Tasks (GEC, Smart Reply, Summarization, Tone Adjustment, QA) (test).

- [Dissonance Estimation on 13 standard just intervals](<https://www.sota2.com/research/sota/dissonance-estimation-on-13-standard-just-intervals.md>): Dissonance Estimation; 13 standard just intervals.

- [Benign Prompt Classification on Just-Eval benign](<https://www.sota2.com/research/sota/benign-prompt-classification-on-just-eval-benign.md>): Benign prompt classification; Just-Eval benign.

- [Face Forgery Detection on S2CFP ijustine](<https://www.sota2.com/research/sota/face-forgery-detection-on-s2cfp-ijustine.md>): Face Forgery Detection; S2CFP ijustine.

- [Harmful Content Detection on PHEME Known Attacks: DeepWordBug, TFAdjusted, TREPAT (test)](<https://www.sota2.com/research/sota/harmful-content-detection-on-pheme-known-attacks-deepwordbug-tfadjusted-trepat-test.md>): Harmful Content Detection; PHEME Known Attacks: DeepWordBug, TFAdjusted, TREPAT (test).

- [Instruction-following on Just-Eval](<https://www.sota2.com/research/sota/instruction-following-on-just-eval.md>): Instruction-following; Just-Eval.

- [Morality Evaluation on Justice](<https://www.sota2.com/research/sota/morality-evaluation-on-justice.md>): Morality Evaluation; Justice.

- [Perceptual Similarity Consistency on JND (Just Noticeable Differences) Human Perception Study (test)](<https://www.sota2.com/research/sota/perceptual-similarity-consistency-on-jnd-just-noticeable-differences-human-perception-study-test.md>): Perceptual Similarity Consistency; JND (Just Noticeable Differences) Human Perception Study (test).

- [Shadow Removal on ISTD+ adjusted (test)](<https://www.sota2.com/research/sota/shadow-removal-on-istd-plus-adjusted-test.md>): Shadow Removal; ISTD+ adjusted (test).

- [Shadow Removal on AISTD adjusted (test)](<https://www.sota2.com/research/sota/shadow-removal-on-aistd-adjusted-test.md>): Shadow Removal; AISTD adjusted (test).

- [Moral Judgment on ETHICS Justice (test)](<https://www.sota2.com/research/sota/moral-judgment-on-ethics-justice-test.md>): Moral Judgment; ETHICS Justice (test).

- [Machine Translation on JUST-NLP Shared Task Legal Machine Translation English-Hindi 2025 (test)](<https://www.sota2.com/research/sota/machine-translation-on-just-nlp-shared-task-legal-machine-translation-english-hindi-2025-test.md>): Machine Translation; JUST-NLP Shared Task Legal Machine Translation English-Hindi 2025 (test).

- [Robotic Manipulation on Tube Adjustment Pose Perturbation](<https://www.sota2.com/research/sota/robotic-manipulation-on-tube-adjustment-pose-perturbation.md>): Robotic Manipulation; Tube Adjustment Pose Perturbation.

- [Robotic Manipulation on Tube Adjustment & Insertion](<https://www.sota2.com/research/sota/robotic-manipulation-on-tube-adjustment-and-insertion.md>): Robotic Manipulation; Tube Adjustment & Insertion.

- [Fault Diagnosis on JUST 0 dB](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-0-db.md>): Fault Diagnosis; JUST 0 dB.

- [Fault Diagnosis on JUST 10 dB](<https://www.sota2.com/research/sota/fault-diagnosis-on-just-10-db.md>): Fault Diagnosis; JUST 10 dB.

- [General Usability Evaluation on Just Eval](<https://www.sota2.com/research/sota/general-usability-evaluation-on-just-eval.md>): General Usability Evaluation; Just Eval.

- [Semantic Representation Evaluation on UpWork Narrative Situations Crime & Justice (test)](<https://www.sota2.com/research/sota/semantic-representation-evaluation-on-upwork-narrative-situations-crime-and-justice-test.md>): Semantic Representation Evaluation; UpWork Narrative Situations Crime & Justice (test).

- [Classification on justin-instagram](<https://www.sota2.com/research/sota/classification-on-justin-instagram.md>): Classification; justin-instagram.

- [Generated-to-Target Retrieval on STANCE Adjustment Batch](<https://www.sota2.com/research/sota/generated-to-target-retrieval-on-stance-adjustment-batch.md>): Generated-to-Target Retrieval; STANCE Adjustment Batch.

- [CATE estimation on Front-door adjustment setting](<https://www.sota2.com/research/sota/cate-estimation-on-front-door-adjustment-setting.md>): CATE estimation; Front-door adjustment setting.

- [Marking Justification Quality Evaluation on NSW marking justification (test)](<https://www.sota2.com/research/sota/marking-justification-quality-evaluation-on-nsw-marking-justification-test.md>): Marking Justification Quality Evaluation; NSW marking justification (test).

- [Generated-to-Target Retrieval on STANCE Adjustment (test)](<https://www.sota2.com/research/sota/generated-to-target-retrieval-on-stance-adjustment-test.md>): Generated-to-Target Retrieval; STANCE Adjustment (test).

- [Photo-based avatar creation on Justice Mobile](<https://www.sota2.com/research/sota/photo-based-avatar-creation-on-justice-mobile.md>): Photo-based avatar creation; Justice Mobile.

- [Noisy-label sample detection on JustRAIGS 10.0% noise ratio (test)](<https://www.sota2.com/research/sota/noisy-label-sample-detection-on-justraigs-10-0-percent-noise-ratio-test.md>): Noisy-label sample detection; JustRAIGS 10.0% noise ratio (test).

- [Noisy-label sample detection on JustRAIGS 5.0% noise ratio (test)](<https://www.sota2.com/research/sota/noisy-label-sample-detection-on-justraigs-5-0-percent-noise-ratio-test.md>): Noisy-label sample detection; JustRAIGS 5.0% noise ratio (test).

- [Noisy-label sample detection on JustRAIGS 1.0% noise ratio (test)](<https://www.sota2.com/research/sota/noisy-label-sample-detection-on-justraigs-1-0-percent-noise-ratio-test.md>): Noisy-label sample detection; JustRAIGS 1.0% noise ratio (test).

- [Noisy-label sample detection on JustRAIGS 0.5% noise ratio (test)](<https://www.sota2.com/research/sota/noisy-label-sample-detection-on-justraigs-0-5-percent-noise-ratio-test.md>): Noisy-label sample detection; JustRAIGS 0.5% noise ratio (test).

- [Noisy-label sample detection on JustRAIGS 0.1% noise ratio (test)](<https://www.sota2.com/research/sota/noisy-label-sample-detection-on-justraigs-0-1-percent-noise-ratio-test.md>): Noisy-label sample detection; JustRAIGS 0.1% noise ratio (test).

- [Video Transfer on Robotic Manipulation adjust bottle](<https://www.sota2.com/research/sota/video-transfer-on-robotic-manipulation-adjust-bottle.md>): Video Transfer; Robotic Manipulation adjust bottle.

- [Shape adjustment on Fuselage shape adjustment simulation σ = 0.2 (test)](<https://www.sota2.com/research/sota/shape-adjustment-on-fuselage-shape-adjustment-simulation-0-2-test.md>): Shape adjustment; Fuselage shape adjustment simulation σ = 0.2 (test).

- [Shape adjustment on Fuselage shape adjustment simulation σ = 0.1 (test)](<https://www.sota2.com/research/sota/shape-adjustment-on-fuselage-shape-adjustment-simulation-0-1-test.md>): Shape adjustment; Fuselage shape adjustment simulation σ = 0.1 (test).

- [Text-based Avatar Creation on Justice Mobile](<https://www.sota2.com/research/sota/text-based-avatar-creation-on-justice-mobile.md>): Text-based Avatar Creation; Justice Mobile.