# Universe

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

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.

- [Agentic Task Success on MCP-Universe](<https://www.sota2.com/research/sota/agentic-task-success-on-mcp-universe.md>): Agentic Task Success; MCP-Universe.

- [Semi-supervised Video Object Segmentation on SAM2 VOS Evaluation Suite (ES, PU, LV, SV) (test)](<https://www.sota2.com/research/sota/semi-supervised-video-object-segmentation-on-sam2-vos-evaluation-suite-es-pu-lv-sv-test.md>): Semi-supervised Video Object Segmentation; EntitySeg (ES), PartImageNet-Universe (PU), LVIS (LV), and SA-V (SV) SAM2 VOS Evaluation Suite (test).

- [Financial Analysis on MCP-Universe Financial Analysis](<https://www.sota2.com/research/sota/financial-analysis-on-mcp-universe-financial-analysis.md>): Financial Analysis; MCP-Universe Financial Analysis.

- [Repository Management on MCP-Universe Repository Management](<https://www.sota2.com/research/sota/repository-management-on-mcp-universe-repository-management.md>): Repository Management; MCP-Universe Repository Management.

- [Location Navigation on MCP-Universe Location Navigation](<https://www.sota2.com/research/sota/location-navigation-on-mcp-universe-location-navigation.md>): Location Navigation; MCP-Universe Location Navigation.

- [Stock Price Prediction on 20 S&P 500 stocks universe (20-day horizon)](<https://www.sota2.com/research/sota/stock-price-prediction-on-20-s-and-p-500-stocks-universe-20-day-horizon.md>): Stock Price Prediction; 20 S&P 500 stocks universe 20-day horizon.

- [Motor Unit Extraction on muniverse-benchmark-dynamic ch070 grid](<https://www.sota2.com/research/sota/motor-unit-extraction-on-muniverse-benchmark-dynamic-ch070-grid.md>): Motor Unit Extraction; muniverse-benchmark-dynamic ch070 grid.

- [Financial Trading on Cons. Disc. 16-stock universe April 2025 to March 2026](<https://www.sota2.com/research/sota/financial-trading-on-cons-disc-16-stock-universe-april-2025-to-march-2026.md>): Financial Trading; Cons. Disc. 16-stock universe April 2025 to March 2026.

- [Financial Trading on Biotech 16-stock universe April 2025 to March 2026](<https://www.sota2.com/research/sota/financial-trading-on-biotech-16-stock-universe-april-2025-to-march-2026.md>): Financial Trading; Biotech 16-stock universe April 2025 to March 2026.

- [Financial Trading on AI Tech 16-stock universe April 2025 to March 2026](<https://www.sota2.com/research/sota/financial-trading-on-ai-tech-16-stock-universe-april-2025-to-march-2026.md>): Financial Trading; AI Tech 16-stock universe April 2025 to March 2026.

- [General Speech Restoration on UNIVERSE 16kHz (test)](<https://www.sota2.com/research/sota/general-speech-restoration-on-universe-16khz-test.md>): General Speech Restoration; UNIVERSE 16kHz (test).

- [Personalized Image Generation on UniVerseBench](<https://www.sota2.com/research/sota/personalized-image-generation-on-universebench.md>): Personalized Image Generation; UniVerseBench.

- [Personalized Image Generation on UniVerseBench Multi-Subject](<https://www.sota2.com/research/sota/personalized-image-generation-on-universebench-multi-subject.md>): Personalized Image Generation; UniVerseBench Multi-Subject.

- [Personalized Image Generation on UniVerseBench Single-Subject](<https://www.sota2.com/research/sota/personalized-image-generation-on-universebench-single-subject.md>): Personalized Image Generation; UniVerseBench Single-Subject.

- [Exploratory Optimization on MCP-Universe](<https://www.sota2.com/research/sota/exploratory-optimization-on-mcp-universe.md>): Exploratory Optimization; MCP-Universe.

- [Motor Unit Recovery on muniverse-benchmark-dynamic ch320, ngt \>= 70 (test)](<https://www.sota2.com/research/sota/motor-unit-recovery-on-muniverse-benchmark-dynamic-ch320-ngt-70-test.md>): Motor Unit Recovery; muniverse-benchmark-dynamic ch320, ngt \>= 70 (test).

- [Motor Unit Recovery on muniverse-benchmark-dynamic ch320, ngt 40-69 (test)](<https://www.sota2.com/research/sota/motor-unit-recovery-on-muniverse-benchmark-dynamic-ch320-ngt-40-69-test.md>): Motor Unit Recovery; muniverse-benchmark-dynamic ch320, ngt 40-69 (test).

- [Motor Unit Recovery on muniverse-benchmark-dynamic ch320, ngt \< 40 (test)](<https://www.sota2.com/research/sota/motor-unit-recovery-on-muniverse-benchmark-dynamic-ch320-ngt-40-test.md>): Motor Unit Recovery; muniverse-benchmark-dynamic ch320, ngt \< 40 (test).

- [Motor Unit Recovery on muniverse-benchmark-dynamic ch070, ngt \>= 70 (test)](<https://www.sota2.com/research/sota/motor-unit-recovery-on-muniverse-benchmark-dynamic-ch070-ngt-70-test.md>): Motor Unit Recovery; muniverse-benchmark-dynamic ch070, ngt \>= 70 (test).

- [Motor Unit Recovery on muniverse-benchmark-dynamic ch070, ngt \< 40 (test)](<https://www.sota2.com/research/sota/motor-unit-recovery-on-muniverse-benchmark-dynamic-ch070-ngt-40-test.md>): Motor Unit Recovery; muniverse-benchmark-dynamic ch070, ngt \< 40 (test).

- [EMG Motor Unit Decomposition on MUniverse ch320 (test)](<https://www.sota2.com/research/sota/emg-motor-unit-decomposition-on-muniverse-ch320-test.md>): EMG motor unit decomposition; MUniverse ch320 (test).

- [EMG Motor Unit Decomposition on MUniverse ch070 (test)](<https://www.sota2.com/research/sota/emg-motor-unit-decomposition-on-muniverse-ch070-test.md>): EMG motor unit decomposition; MUniverse ch070 (test).

- [Motor Unit Decomposition on MUniverse 320-channel, ngt ≥ 70 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-320-channel-ngt-70-test.md>): Motor Unit Decomposition; MUniverse 320-channel, ngt ≥ 70 (test).

- [Motor Unit Decomposition on MUniverse 320-channel, ngt 40–69 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-320-channel-ngt-40-69-test.md>): Motor Unit Decomposition; MUniverse 320-channel, ngt 40–69 (test).

- [Motor Unit Decomposition on MUniverse 320-channel, ngt \< 40 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-320-channel-ngt-40-test.md>): Motor Unit Decomposition; MUniverse 320-channel, ngt \< 40 (test).

- [Motor Unit Decomposition on MUniverse 70-channel, ngt ≥ 70 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-70-channel-ngt-70-test.md>): Motor Unit Decomposition; MUniverse 70-channel, ngt ≥ 70 (test).

- [Motor Unit Decomposition on MUniverse 70-channel, ngt 40–69 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-70-channel-ngt-40-69-test.md>): Motor Unit Decomposition; MUniverse 70-channel, ngt 40–69 (test).

- [Motor Unit Decomposition on MUniverse 70-channel, ngt \< 40 (test)](<https://www.sota2.com/research/sota/motor-unit-decomposition-on-muniverse-70-channel-ngt-40-test.md>): Motor Unit Decomposition; MUniverse 70-channel, ngt \< 40 (test).

- [Server discovery on MCP-Universe](<https://www.sota2.com/research/sota/server-discovery-on-mcp-universe.md>): Server discovery; MCP-Universe.

- [Portfolio Evaluation on 89-stock universe (test)](<https://www.sota2.com/research/sota/portfolio-evaluation-on-89-stock-universe-test.md>): Portfolio Evaluation; 89-stock universe (test).

- [Stock Trading on Static seven-stock universe (AAPL, MSFT, GOOGL, JPM, TSLA, NVDA, META) Hourly bars 09/2022 to 01/2025](<https://www.sota2.com/research/sota/stock-trading-on-static-seven-stock-universe-aapl-msft-googl-jpm-tsla-nvda-meta-hourly-bars-09-2022-to-01-2025.md>): Stock Trading; Static seven-stock universe (AAPL, MSFT, GOOGL, JPM, TSLA, NVDA, META) Hourly bars 09/2022 to 01/2025.

- [Tool Use on MCP-Universe](<https://www.sota2.com/research/sota/tool-use-on-mcp-universe.md>): Tool Use; MCP-Universe.

- [Portfolio Trading on 38-ticker universe H2 2025 (test)](<https://www.sota2.com/research/sota/portfolio-trading-on-38-ticker-universe-h2-2025-test.md>): Portfolio Trading; 38-ticker universe H2 2025 (test).

- [Spatial relation coverage analysis on Universe of 220 spatial scenes 1.0 (Stimulus set coverage)](<https://www.sota2.com/research/sota/spatial-relation-coverage-analysis-on-universe-of-220-spatial-scenes-1-0-stimulus-set-coverage.md>): Spatial relation coverage analysis; Universe of 220 spatial scenes 1.0 (Stimulus set coverage).

- [3D Layout Generation on Open-Universe 3D Layout Generation Average](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-average.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Average.

- [3D Layout Generation on Open-Universe 3D Layout Generation Deli](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-deli.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Deli.

- [3D Layout Generation on Open-Universe 3D Layout Generation Game Room](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-game-room.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Game Room.

- [3D Layout Generation on Open-Universe 3D Layout Generation Florist Shop](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-florist-shop.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Florist Shop.

- [3D Layout Generation on Open-Universe 3D Layout Generation Children Room](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-children-room.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Children Room.

- [3D Layout Generation on Open-Universe 3D Layout Generation Buffet Restaurant](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-buffet-restaurant.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Buffet Restaurant.

- [3D Layout Generation on Open-Universe 3D Layout Generation Bookstore](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-bookstore.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Bookstore.

- [3D Layout Generation on Open-Universe 3D Layout Generation Computer Room](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-computer-room.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Computer Room.

- [3D Layout Generation on Open-Universe 3D Layout Generation Classroom](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-classroom.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Classroom.

- [3D Layout Generation on Open-Universe 3D Layout Generation Dining Room](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-dining-room.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Dining Room.

- [3D Layout Generation on Open-Universe 3D Layout Generation Living Room](<https://www.sota2.com/research/sota/3d-layout-generation-on-open-universe-3d-layout-generation-living-room.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Living Room.

- [Open-Universe 3D Layout Generation Bedroom](<https://www.sota2.com/research/sota/open-universe-3d-layout-generation-bedroom.md>): 3D Layout Generation; Open-Universe 3D Layout Generation Bedroom.

- [Portfolio Allocation Backtesting on 14-day walk-forward backtest 10 tickers universe (June 2026)](<https://www.sota2.com/research/sota/portfolio-allocation-backtesting-on-14-day-walk-forward-backtest-10-tickers-universe-june-2026.md>): Portfolio Allocation Backtesting; 14-day walk-forward backtest 10 tickers universe (June 2026).

- [Walk-forward financial performance evaluation on US-equity panel 39-symbol liquid universe 2010-01-04 to 2026-02-27 (120 walk-forward windows)](<https://www.sota2.com/research/sota/walk-forward-financial-performance-evaluation-on-us-equity-panel-39-symbol-liquid-universe-2010-01-04-to-2026-02-27-120-walk-forward-windows.md>): Walk-forward financial performance evaluation; US-equity panel 39-symbol liquid universe 2010-01-04 to 2026-02-27 (120 walk-forward windows).

- [Weak lensing parameter inference on FAIR Universe Weak Lensing Uncertainty Challenge (test)](<https://www.sota2.com/research/sota/weak-lensing-parameter-inference-on-fair-universe-weak-lensing-uncertainty-challenge-test.md>): Weak lensing parameter inference; FAIR Universe Weak Lensing Uncertainty Challenge (test).