# MTA

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

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.

- [Timestamp-level anomaly detection on OMTAD A3: Close Approach](<https://www.sota2.com/research/sota/timestamp-level-anomaly-detection-on-omtad-a3-close-approach.md>): Timestamp-level anomaly detection; OMTAD A3: Close Approach.

- [Timestamp-level Anomaly Detection on OMTAD A2: Route Deviation](<https://www.sota2.com/research/sota/timestamp-level-anomaly-detection-on-omtad-a2-route-deviation.md>): Timestamp-level anomaly detection; OMTAD A2: Route Deviation.

- [Timestamp-level anomaly detection on OMTAD A1: Unexpected AIS Activity](<https://www.sota2.com/research/sota/timestamp-level-anomaly-detection-on-omtad-a1-unexpected-ais-activity.md>): Timestamp-level anomaly detection; OMTAD A1: Unexpected AIS Activity.

- [MQMTAR on MQMTAR OOD lengths 2x 4x 16x 64x 256x 1024x](<https://www.sota2.com/research/sota/mqmtar-on-mqmtar-ood-lengths-2x-4x-16x-64x-256x-1024x.md>): MQMTAR; MQMTAR OOD lengths 2x 4x 16x 64x 256x 1024x.

- [Column Type Annotation on Semtab low-resource 2019](<https://www.sota2.com/research/sota/column-type-annotation-on-semtab-low-resource-2019.md>): Column Type Annotation; Semtab low-resource 2019.

- [Table Structure Detection on MMTab In-domain](<https://www.sota2.com/research/sota/table-structure-detection-on-mmtab-in-domain.md>): Table Structure Detection; MMTab In-domain.

- [Jailbreak Defense Evaluation on EMRA MTA](<https://www.sota2.com/research/sota/jailbreak-defense-evaluation-on-emra-mta.md>): Jailbreak Defense Evaluation; EMRA MTA.

- [Depression Detection on Mumtaz 2016 (10-fold cross-validation)](<https://www.sota2.com/research/sota/depression-detection-on-mumtaz-2016-10-fold-cross-validation.md>): Depression Detection; Mumtaz 2016 (10-fold cross-validation).

- [Claim Verification on SemTab](<https://www.sota2.com/research/sota/claim-verification-on-semtab.md>): Claim Verification; SemTab.

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

- [EEG Classification on Mumtaz 2016](<https://www.sota2.com/research/sota/eeg-classification-on-mumtaz-2016.md>): EEG Classification; Mumtaz 2016.

- [EEG Classification on Mumtaz 2017](<https://www.sota2.com/research/sota/eeg-classification-on-mumtaz-2017.md>): EEG Classification; Mumtaz 2017.

- [Multimodal Deep Search on MTA (test)](<https://www.sota2.com/research/sota/multimodal-deep-search-on-mta-test.md>): Multimodal Deep Search; MTA (test).

- [Statement Extraction (Direct) on SemTabNet (test)](<https://www.sota2.com/research/sota/statement-extraction-direct-on-semtabnet-test.md>): Statement Extraction (Direct); SemTabNet (test).

- [Audio Tagging on MagnaTagATune](<https://www.sota2.com/research/sota/audio-tagging-on-magnatagatune.md>): Audio Tagging; MagnaTagATune (MTAT).

- [Column Type Annotation on Semtab 2019 (test)](<https://www.sota2.com/research/sota/column-type-annotation-on-semtab-2019-test.md>): Column Type Annotation; Semtab 2019 (test).

- [Maritime Anomaly Detection on OMTAD Type A3: Close Approach, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a3-close-approach-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A3: Close Approach, 5% Anomaly Ratio (test).

- [Maritime Anomaly Detection on OMTAD Type A2: Route Deviation, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a2-route-deviation-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A2: Route Deviation, 5% Anomaly Ratio (test).

- [Maritime Anomaly Detection on OMTAD Type A1: Unexpected AIS Activity, 5% Anomaly Ratio (test)](<https://www.sota2.com/research/sota/maritime-anomaly-detection-on-omtad-type-a1-unexpected-ais-activity-5-percent-anomaly-ratio-test.md>): Maritime Anomaly Detection; OMTAD Type A1: Unexpected AIS Activity, 5% Anomaly Ratio (test).

- [Single-cell perturbation prediction on E-MTAB-14065 (LOO mode)](<https://www.sota2.com/research/sota/single-cell-perturbation-prediction-on-e-mtab-14065-loo-mode.md>): Single-cell perturbation prediction; E-MTAB-14065 (LOO mode).

- [Column Type Annotation on VizNet to Semtab 2019 (100% (5450 col))](<https://www.sota2.com/research/sota/column-type-annotation-on-viznet-to-semtab-2019-100-percent-5450-col.md>): Column Type Annotation; VizNet to Semtab 2019 (100% (5450 col)).

- [Column Type Annotation on VizNet to Semtab2019 50% (2725 col)](<https://www.sota2.com/research/sota/column-type-annotation-on-viznet-to-semtab2019-50-percent-2725-col.md>): Column Type Annotation; VizNet to Semtab2019 50% (2725 col).

- [Column Type Annotation on VizNet to Semtab 25% (1363 col) 2019](<https://www.sota2.com/research/sota/column-type-annotation-on-viznet-to-semtab-25-percent-1363-col-2019.md>): Column Type Annotation; VizNet to Semtab 25% (1363 col) 2019.

- [Major Depressive Disorder Classification on MUMTAZ 2016](<https://www.sota2.com/research/sota/major-depressive-disorder-classification-on-mumtaz-2016.md>): Major depressive disorder classification; MUMTAZ 2016.

- [Statement Extraction (Indirect 2D) on SemTabNet (test)](<https://www.sota2.com/research/sota/statement-extraction-indirect-2d-on-semtabnet-test.md>): Statement Extraction (Indirect 2D); SemTabNet (test).

- [Depression Classification on Mumtaz 2016 (test)](<https://www.sota2.com/research/sota/depression-classification-on-mumtaz-2016-test.md>): Depression Classification; Mumtaz 2016 (test).

- [EEG Classification on Mumtaz 2-Class 2016 (test)](<https://www.sota2.com/research/sota/eeg-classification-on-mumtaz-2-class-2016-test.md>): EEG Classification; Mumtaz 2-Class 2016 (test).

- [MQMTAR on MQMTAR ID n=64](<https://www.sota2.com/research/sota/mqmtar-on-mqmtar-id-n-64.md>): MQMTAR; MQMTAR ID n=64.

- [Statement Extraction (Indirect 1D) on SemTabNet (test)](<https://www.sota2.com/research/sota/statement-extraction-indirect-1d-on-semtabnet-test.md>): Statement Extraction (Indirect 1D); SemTabNet (test).

- [Table Structure Detection on MMTab Out-of-Domain](<https://www.sota2.com/research/sota/table-structure-detection-on-mmtab-out-of-domain.md>): Table Structure Detection; MMTab Out-of-Domain.

- [Cell Entity Recognition on MMTab In-domain](<https://www.sota2.com/research/sota/cell-entity-recognition-on-mmtab-in-domain.md>): Recognizing Cell Entities; MMTab In-domain.

- [Continuous Control on reacher3da RandomTarget](<https://www.sota2.com/research/sota/continuous-control-on-reacher3da-randomtarget.md>): Continuous Control; reacher3da RandomTarget.

- [Recognizing Cell Entities on MMTab Out-of-Domain](<https://www.sota2.com/research/sota/recognizing-cell-entities-on-mmtab-out-of-domain.md>): Recognizing Cell Entities; MMTab Out-of-Domain.