# replicationbench - domain: web-research - n_tasks: 90 - n_runnable: 0 ## Tasks | task | difficulty | language | runnable | harnesses tried | |---|---|---|---|---| | [abacus__ewald_force_accuracy](https://harnessreport.com/tasks/replicationbench/abacus__ewald_force_accuracy.md) | hard | | | 0 | | [abacus__ewald_force_comparison](https://harnessreport.com/tasks/replicationbench/abacus__ewald_force_comparison.md) | hard | | | 0 | | [abacus__lattice_force_error](https://harnessreport.com/tasks/replicationbench/abacus__lattice_force_error.md) | hard | | | 0 | | [abacus__lcdm_total_force_accuracy](https://harnessreport.com/tasks/replicationbench/abacus__lcdm_total_force_accuracy.md) | hard | | | 0 | | [astm3__cross_modal_photometry_to_spectra_search](https://harnessreport.com/tasks/replicationbench/astm3__cross_modal_photometry_to_spectra_search.md) | medium | | | 0 | | [astm3__modality_importance_rot_class_accuracy](https://harnessreport.com/tasks/replicationbench/astm3__modality_importance_rot_class_accuracy.md) | medium | | | 0 | | [astm3__multimodal_classification_clip](https://harnessreport.com/tasks/replicationbench/astm3__multimodal_classification_clip.md) | hard | | | 0 | | [astm3__photometry_classification_accuracy_no_clip](https://harnessreport.com/tasks/replicationbench/astm3__photometry_classification_accuracy_no_clip.md) | medium | | | 0 | | [astm3__photometry_classification_accuracy_with_clip](https://harnessreport.com/tasks/replicationbench/astm3__photometry_classification_accuracy_with_clip.md) | medium | | | 0 | | [astm3__spectra_classification_accuracy_limited_data_10_percent](https://harnessreport.com/tasks/replicationbench/astm3__spectra_classification_accuracy_limited_data_10_percent.md) | medium | | | 0 | | [astm3__spectral_similarity_search](https://harnessreport.com/tasks/replicationbench/astm3__spectral_similarity_search.md) | easy | | | 0 | | [bayes_cal__cold_hot_tandem](https://harnessreport.com/tasks/replicationbench/bayes_cal__cold_hot_tandem.md) | medium | | | 0 | | [bayes_cal__cold_temp](https://harnessreport.com/tasks/replicationbench/bayes_cal__cold_temp.md) | easy | | | 0 | | [bayes_cal__evidence](https://harnessreport.com/tasks/replicationbench/bayes_cal__evidence.md) | hard | | | 0 | | [bayes_cal__hot_temp](https://harnessreport.com/tasks/replicationbench/bayes_cal__hot_temp.md) | medium | | | 0 | | [bayes_cal__load_cal](https://harnessreport.com/tasks/replicationbench/bayes_cal__load_cal.md) | hard | | | 0 | | [bayes_cal__nwp_set](https://harnessreport.com/tasks/replicationbench/bayes_cal__nwp_set.md) | hard | | | 0 | | [chandra_representation__2dae_embedding](https://harnessreport.com/tasks/replicationbench/chandra_representation__2dae_embedding.md) | medium | | | 0 | | [chandra_representation__2dpca_embedding](https://harnessreport.com/tasks/replicationbench/chandra_representation__2dpca_embedding.md) | easy | | | 0 | | [chandra_representation__blackbody_spectral_fit](https://harnessreport.com/tasks/replicationbench/chandra_representation__blackbody_spectral_fit.md) | medium | | | 0 | | [chandra_representation__powerlaw_spectral_fit](https://harnessreport.com/tasks/replicationbench/chandra_representation__powerlaw_spectral_fit.md) | medium | | | 0 | | [disk_ridges__gaia_dr2_all](https://harnessreport.com/tasks/replicationbench/disk_ridges__gaia_dr2_all.md) | easy | | | 0 | | [disk_ridges__gaia_dr2_rvs](https://harnessreport.com/tasks/replicationbench/disk_ridges__gaia_dr2_rvs.md) | easy | | | 0 | | [disk_ridges__peak_mean_vz_all](https://harnessreport.com/tasks/replicationbench/disk_ridges__peak_mean_vz_all.md) | easy | | | 0 | | [disk_ridges__ridge_slope](https://harnessreport.com/tasks/replicationbench/disk_ridges__ridge_slope.md) | easy | | | 0 | | [disk_ridges__ridges_in_all](https://harnessreport.com/tasks/replicationbench/disk_ridges__ridges_in_all.md) | easy | | | 0 | | [eht_resolve__eht_reconstruction](https://harnessreport.com/tasks/replicationbench/eht_resolve__eht_reconstruction.md) | hard | | | 0 | | [eht_resolve__eht_ring_orientation_angle](https://harnessreport.com/tasks/replicationbench/eht_resolve__eht_ring_orientation_angle.md) | medium | | | 0 | | [eht_resolve__eht_ring_size](https://harnessreport.com/tasks/replicationbench/eht_resolve__eht_ring_size.md) | medium | | | 0 | | [eht_resolve__eht_ring_width](https://harnessreport.com/tasks/replicationbench/eht_resolve__eht_ring_width.md) | medium | | | 0 | | [galaxy_manifold__data_preparation](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__data_preparation.md) | easy | | | 0 | | [galaxy_manifold__evolution_tracks](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__evolution_tracks.md) | medium | | | 0 | | [galaxy_manifold__gas_mass_estimation](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__gas_mass_estimation.md) | medium | | | 0 | | [galaxy_manifold__manifold_plane](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__manifold_plane.md) | easy | | | 0 | | [galaxy_manifold__manifold_recovery](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__manifold_recovery.md) | easy | | | 0 | | [galaxy_manifold__morphological_classification](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__morphological_classification.md) | easy | | | 0 | | [galaxy_manifold__physical_properties](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__physical_properties.md) | medium | | | 0 | | [galaxy_manifold__property_prediction](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__property_prediction.md) | easy | | | 0 | | [galaxy_manifold__svd_analysis](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__svd_analysis.md) | easy | | | 0 | | [galaxy_manifold__transformation_matrix](https://harnessreport.com/tasks/replicationbench/galaxy_manifold__transformation_matrix.md) | easy | | | 0 | | [galaxy_soptics__bcg_identification](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__bcg_identification.md) | medium | | | 0 | | [galaxy_soptics__clustering_hyperparameter_optimization](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__clustering_hyperparameter_optimization.md) | medium | | | 0 | | [galaxy_soptics__fof_optimization_sdss](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__fof_optimization_sdss.md) | easy | | | 0 | | [galaxy_soptics__millennium_data_extraction](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__millennium_data_extraction.md) | easy | | | 0 | | [galaxy_soptics__nyu_vagc_processing](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__nyu_vagc_processing.md) | easy | | | 0 | | [galaxy_soptics__shi_catalog_acquisition](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__shi_catalog_acquisition.md) | easy | | | 0 | | [galaxy_soptics__soptics_implementation](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__soptics_implementation.md) | medium | | | 0 | | [galaxy_soptics__soptics_validation_shi](https://harnessreport.com/tasks/replicationbench/galaxy_soptics__soptics_validation_shi.md) | easy | | | 0 | | [gw_cosmo__dark_energy](https://harnessreport.com/tasks/replicationbench/gw_cosmo__dark_energy.md) | easy | | | 0 | | [gw_cosmo__h0_scaling](https://harnessreport.com/tasks/replicationbench/gw_cosmo__h0_scaling.md) | easy | | | 0 | | [gw_cosmo__measure_combo](https://harnessreport.com/tasks/replicationbench/gw_cosmo__measure_combo.md) | easy | | | 0 | | [gw_cosmo__modified_gravity](https://harnessreport.com/tasks/replicationbench/gw_cosmo__modified_gravity.md) | medium | | | 0 | | [gw_nsbh__default_mbh](https://harnessreport.com/tasks/replicationbench/gw_nsbh__default_mbh.md) | easy | | | 0 | | [gw_nsbh__default_mtov](https://harnessreport.com/tasks/replicationbench/gw_nsbh__default_mtov.md) | easy | | | 0 | | [gw_nsbh__equal_mass_slope](https://harnessreport.com/tasks/replicationbench/gw_nsbh__equal_mass_slope.md) | medium | | | 0 | | [gw_nsbh__load_data](https://harnessreport.com/tasks/replicationbench/gw_nsbh__load_data.md) | easy | | | 0 | | [gw_nsbh__mass_gap](https://harnessreport.com/tasks/replicationbench/gw_nsbh__mass_gap.md) | easy | | | 0 | | [gw_nsbh__mass_gap_constraint](https://harnessreport.com/tasks/replicationbench/gw_nsbh__mass_gap_constraint.md) | medium | | | 0 | | [gw_nsbh__mtov_spin](https://harnessreport.com/tasks/replicationbench/gw_nsbh__mtov_spin.md) | medium | | | 0 | | [gw_nsbh__mtov_spin_2](https://harnessreport.com/tasks/replicationbench/gw_nsbh__mtov_spin_2.md) | medium | | | 0 | | [gw_nsbh__spin_constraint](https://harnessreport.com/tasks/replicationbench/gw_nsbh__spin_constraint.md) | medium | | | 0 | | [hubble_trails__classifier_performance](https://harnessreport.com/tasks/replicationbench/hubble_trails__classifier_performance.md) | medium | | | 0 | | [hubble_trails__satellite_chance_post2020_acis](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_chance_post2020_acis.md) | medium | | | 0 | | [hubble_trails__satellite_chance_post2020_uvis](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_chance_post2020_uvis.md) | medium | | | 0 | | [hubble_trails__satellite_chance_pre2020_acis](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_chance_pre2020_acis.md) | medium | | | 0 | | [hubble_trails__satellite_chance_pre2020_uvis](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_chance_pre2020_uvis.md) | medium | | | 0 | | [hubble_trails__satellite_fractions](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_fractions.md) | easy | | | 0 | | [hubble_trails__satellite_fractions_increase](https://harnessreport.com/tasks/replicationbench/hubble_trails__satellite_fractions_increase.md) | medium | | | 0 | | [lensing_dr6_growth__alens](https://harnessreport.com/tasks/replicationbench/lensing_dr6_growth__alens.md) | medium | | | 0 | | [lensing_dr6_growth__params](https://harnessreport.com/tasks/replicationbench/lensing_dr6_growth__params.md) | hard | | | 0 | | [ls_cal__antenna_temp](https://harnessreport.com/tasks/replicationbench/ls_cal__antenna_temp.md) | hard | | | 0 | | [ls_cal__cab_temp](https://harnessreport.com/tasks/replicationbench/ls_cal__cab_temp.md) | medium | | | 0 | | [ls_cal__cold_sparam](https://harnessreport.com/tasks/replicationbench/ls_cal__cold_sparam.md) | easy | | | 0 | | [ls_cal__hot_temp](https://harnessreport.com/tasks/replicationbench/ls_cal__hot_temp.md) | medium | | | 0 | | [ls_cal__nwp](https://harnessreport.com/tasks/replicationbench/ls_cal__nwp.md) | hard | | | 0 | | [mars_clouds__dbscan_optimization](https://harnessreport.com/tasks/replicationbench/mars_clouds__dbscan_optimization.md) | medium | | | 0 | | [mars_clouds__dbscan_test](https://harnessreport.com/tasks/replicationbench/mars_clouds__dbscan_test.md) | easy | | | 0 | | [muse_outflows__dust_reddening](https://harnessreport.com/tasks/replicationbench/muse_outflows__dust_reddening.md) | easy | | | 0 | | [muse_outflows__electron_density](https://harnessreport.com/tasks/replicationbench/muse_outflows__electron_density.md) | easy | | | 0 | | [muse_outflows__narrow_and_broad_line_decomposition_for_j080427](https://harnessreport.com/tasks/replicationbench/muse_outflows__narrow_and_broad_line_decomposition_for_j080427.md) | medium | | | 0 | | [muse_outflows__outflow_energetics](https://harnessreport.com/tasks/replicationbench/muse_outflows__outflow_energetics.md) | easy | | | 0 | | [muse_outflows__voronoi_binning_for_emission_lines_j080427](https://harnessreport.com/tasks/replicationbench/muse_outflows__voronoi_binning_for_emission_lines_j080427.md) | easy | | | 0 | | [trgb_std_candle__aseq_bseq_trgb](https://harnessreport.com/tasks/replicationbench/trgb_std_candle__aseq_bseq_trgb.md) | medium | | | 0 | | [trgb_std_candle__fit_aseq_bseq](https://harnessreport.com/tasks/replicationbench/trgb_std_candle__fit_aseq_bseq.md) | easy | | | 0 | | [trgb_std_candle__gaia_synthetic_i_trgb](https://harnessreport.com/tasks/replicationbench/trgb_std_candle__gaia_synthetic_i_trgb.md) | medium | | | 0 | | [trgb_std_candle__med_color_amp](https://harnessreport.com/tasks/replicationbench/trgb_std_candle__med_color_amp.md) | medium | | | 0 | | [ver_waves__gaia_breathing_typical](https://harnessreport.com/tasks/replicationbench/ver_waves__gaia_breathing_typical.md) | easy | | | 0 | | [ver_waves__gaia_rv_sample_size](https://harnessreport.com/tasks/replicationbench/ver_waves__gaia_rv_sample_size.md) | easy | | | 0 | | [ver_waves__solar_height_from_gaia_dr2](https://harnessreport.com/tasks/replicationbench/ver_waves__solar_height_from_gaia_dr2.md) | medium | | | 0 | | [ver_waves__sun_height_corrected](https://harnessreport.com/tasks/replicationbench/ver_waves__sun_height_corrected.md) | medium | | | 0 | --- Harness Report runs agent harnesses from their GitHub repos on Harbor tasks and records every model call. Every page is also `.md` and `.json`; index: https://harnessreport.com/llms.txt ยท MCP: https://harnessreport.com/mcp