Datasets:

oroikono
/

Kagamaya-Numerical

action_token string	best_condition float64	best_residual float64	episode_id string	gate_margin float64	gram_condition float64	gram_lambda_min float64	gram_logdet float64	node_cost float64	nodes int64	producer string	public_objective float64	score_gap float64	seed int64	temporal_modes int64	terminal_status string	terminal_support list	weak_rows int64
A00	1.545902	0.001226	confirm_v2_fd_bdf_10200_0_0	0.871175	8,462.461426	0.000319	-13.753656	0.142857	7	fd_bdf	10.871032	0.464737	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A01	1.545757	0.067441	confirm_v2_fd_bdf_10200_0_0	-0.348812	8,905.048921	0.000303	-13.804601	0.142857	7	fd_bdf	-0.348955	0.402463	10,200	3	UNIDENTIFIED	null	90
A02	1.545618	0.070951	confirm_v2_fd_bdf_10200_0_0	-0.419018	7,676.45264	0.000351	-13.655191	0.142857	7	fd_bdf	-0.41916	0.398441	10,200	4	UNIDENTIFIED	null	120
A03	1.545731	0.954215	confirm_v2_fd_bdf_10200_0_0	3.771077	8,059.313084	0.000335	-13.693615	0.142857	7	fd_bdf	13.770934	0.010032	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.545905	0.000065	confirm_v2_fd_bdf_10200_0_0	0.871175	8,518.072363	0.000316	-13.760346	0.265306	13	fd_bdf	10.870909	0.465987	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A05	1.545759	0.0028	confirm_v2_fd_bdf_10200_0_0	0.871187	8,938.438364	0.000302	-13.809477	0.265306	13	fd_bdf	10.870921	0.463261	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A06	1.545663	0.00286	confirm_v2_fd_bdf_10200_0_0	0.871195	8,035.60867	0.000335	-13.702325	0.265306	13	fd_bdf	10.870929	0.463141	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A07	1.545615	0.016728	confirm_v2_fd_bdf_10200_0_0	0.665444	8,180.959456	0.00033	-13.720466	0.265306	13	fd_bdf	10.665178	0.449526	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A08	1.545906	0.000004	confirm_v2_fd_bdf_10200_0_0	0.871175	8,521.189851	0.000316	-13.76072	0.510204	25	fd_bdf	10.870664	0.466052	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A09	1.54576	0.000161	confirm_v2_fd_bdf_10200_0_0	0.871187	8,940.519611	0.000302	-13.809764	0.510204	25	fd_bdf	10.870676	0.465892	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A10	1.545665	0.000164	confirm_v2_fd_bdf_10200_0_0	0.871195	8,048.661027	0.000335	-13.704011	0.510204	25	fd_bdf	10.870684	0.465847	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A11	1.545617	0.000812	confirm_v2_fd_bdf_10200_0_0	0.871199	8,190.740863	0.000329	-13.721868	0.510204	25	fd_bdf	10.870688	0.465201	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A00	1.546112	0.01286	confirm_v2_fd_bdf_10200_0_1	0.742808	8,571.204411	0.000315	-13.765723	0.142857	7	fd_bdf	10.742665	0.453636	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A01	1.545947	0.066075	confirm_v2_fd_bdf_10200_0_1	-0.321494	9,015.124436	0.000299	-13.816155	0.142857	7	fd_bdf	-0.321636	0.403439	10,200	3	UNIDENTIFIED	null	90
A02	1.545822	0.071578	confirm_v2_fd_bdf_10200_0_1	-0.431556	7,802.008749	0.000346	-13.670727	0.142857	7	fd_bdf	-0.431699	0.397613	10,200	4	UNIDENTIFIED	null	120
A03	1.545955	0.95257	confirm_v2_fd_bdf_10200_0_1	3.762848	8,187.005819	0.000329	-13.708769	0.142857	7	fd_bdf	13.762705	0.010138	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.546108	0.015248	confirm_v2_fd_bdf_10200_0_1	0.69505	8,503.713948	0.000317	-13.758065	0.265306	13	fd_bdf	10.694784	0.448171	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A05	1.545893	0.021458	confirm_v2_fd_bdf_10200_0_1	0.570845	8,924.722293	0.000302	-13.807661	0.265306	13	fd_bdf	10.57058	0.441629	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A06	1.545799	0.022834	confirm_v2_fd_bdf_10200_0_1	0.543311	8,023.544465	0.000336	-13.700581	0.265306	13	fd_bdf	10.543046	0.440254	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A07	1.545729	0.039577	confirm_v2_fd_bdf_10200_0_1	0.208454	8,171.128876	0.00033	-13.71914	0.265306	13	fd_bdf	10.208189	0.425216	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A08	1.545885	0.00626	confirm_v2_fd_bdf_10200_0_1	0.871176	8,505.866243	0.000317	-13.758703	0.510204	25	fd_bdf	10.870666	0.456891	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A09	1.545708	0.013421	confirm_v2_fd_bdf_10200_0_1	0.731585	8,926.364557	0.000302	-13.808169	0.510204	25	fd_bdf	10.731074	0.449681	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A10	1.545609	0.018305	confirm_v2_fd_bdf_10200_0_1	0.633904	8,037.2051	0.000335	-13.702572	0.510204	25	fd_bdf	10.633394	0.444808	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A11	1.545567	0.027329	confirm_v2_fd_bdf_10200_0_1	0.453428	8,180.37407	0.00033	-13.72066	0.510204	25	fd_bdf	10.452918	0.436258	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A00	1.546946	0.064322	confirm_v2_fd_bdf_10200_0_2	-0.28643	8,995.138003	0.0003	-13.811072	0.142857	7	fd_bdf	-0.286573	0.407096	10,200	2	UNIDENTIFIED	null	60
A01	1.5467	0.093938	confirm_v2_fd_bdf_10200_0_2	-0.530312	9,425.437664	0.000286	-13.857589	0.142857	7	fd_bdf	-0.530455	0.378371	10,200	3	UNIDENTIFIED	null	90
A02	1.546629	0.116478	confirm_v2_fd_bdf_10200_0_2	-0.417609	8,285.792164	0.000325	-13.727929	0.142857	7	fd_bdf	-0.417752	0.35868	10,200	4	UNIDENTIFIED	null	120
A03	1.546835	0.945959	confirm_v2_fd_bdf_10200_0_2	3.729796	8,676.748715	0.000311	-13.764387	0.142857	7	fd_bdf	13.729653	0.010405	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.546913	0.075823	confirm_v2_fd_bdf_10200_0_2	-0.516462	8,432.437825	0.00032	-13.7472	0.265306	13	fd_bdf	-0.516727	0.380693	10,200	2	UNIDENTIFIED	null	60
A05	1.546422	0.104046	confirm_v2_fd_bdf_10200_0_2	-0.479769	8,850.705908	0.000305	-13.798108	0.265306	13	fd_bdf	-0.480034	0.35424	10,200	3	UNIDENTIFIED	null	90
A06	1.546335	0.110816	confirm_v2_fd_bdf_10200_0_2	-0.445922	7,956.58241	0.000339	-13.691108	0.265306	13	fd_bdf	-0.446187	0.348722	10,200	4	UNIDENTIFIED	null	120
A07	6.410622	0.164055	confirm_v2_fd_bdf_10200_0_2	-0.179724	8,110.53145	0.000332	-13.711063	0.265306	13	fd_bdf	-0.179989	0.001522	10,200	5	UNIDENTIFIED	null	150
A08	1.5458	0.031096	confirm_v2_fd_bdf_10200_0_2	0.378088	8,437.137257	0.00032	-13.749658	0.510204	25	fd_bdf	10.377577	0.42127	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A09	1.545502	0.066592	confirm_v2_fd_bdf_10200_0_2	-0.331838	8,856.136105	0.000304	-13.800163	0.510204	25	fd_bdf	-0.332348	0.388116	10,200	3	UNIDENTIFIED	null	90
A10	17.136667	0.085055	confirm_v2_fd_bdf_10200_0_2	-0.574725	7,978.567737	0.000338	-13.69511	0.510204	25	fd_bdf	-0.575236	0.002404	10,200	4	UNIDENTIFIED	null	120
A11	1.545365	0.134645	confirm_v2_fd_bdf_10200_0_2	-0.326773	8,123.733372	0.000332	-13.71386	0.510204	25	fd_bdf	-0.327283	0.33197	10,200	5	UNIDENTIFIED	null	150
A00	1.545902	0.001226	confirm_v2_fd_bdf_10200_0_3	0.871175	8,462.461426	0.000319	-13.753656	0.142857	7	fd_bdf	10.871032	0.464737	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A01	1.545757	0.067441	confirm_v2_fd_bdf_10200_0_3	-0.348812	8,905.048921	0.000303	-13.804601	0.142857	7	fd_bdf	-0.348955	0.402463	10,200	3	UNIDENTIFIED	null	90
A02	1.545618	0.070951	confirm_v2_fd_bdf_10200_0_3	-0.419018	7,676.45264	0.000351	-13.655191	0.142857	7	fd_bdf	-0.41916	0.398441	10,200	4	UNIDENTIFIED	null	120
A03	1.545731	0.954215	confirm_v2_fd_bdf_10200_0_3	3.771077	8,059.313084	0.000335	-13.693615	0.142857	7	fd_bdf	13.770934	0.010032	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.545905	0.000065	confirm_v2_fd_bdf_10200_0_3	0.871175	8,518.072363	0.000316	-13.760346	0.265306	13	fd_bdf	10.870909	0.465987	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A05	1.545759	0.0028	confirm_v2_fd_bdf_10200_0_3	0.871187	8,938.438364	0.000302	-13.809477	0.265306	13	fd_bdf	10.870921	0.463261	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A06	1.545663	0.00286	confirm_v2_fd_bdf_10200_0_3	0.871195	8,035.60867	0.000335	-13.702325	0.265306	13	fd_bdf	10.870929	0.463141	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A07	1.545615	0.016728	confirm_v2_fd_bdf_10200_0_3	0.665444	8,180.959456	0.00033	-13.720466	0.265306	13	fd_bdf	10.665178	0.449526	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A08	1.545906	0.000004	confirm_v2_fd_bdf_10200_0_3	0.871175	8,521.189851	0.000316	-13.76072	0.510204	25	fd_bdf	10.870664	0.466052	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A09	1.54576	0.000161	confirm_v2_fd_bdf_10200_0_3	0.871187	8,940.519611	0.000302	-13.809764	0.510204	25	fd_bdf	10.870676	0.465892	10,200	3	IDENTIFIED	[ "u_x", "u_xx" ]	90
A10	1.545665	0.000164	confirm_v2_fd_bdf_10200_0_3	0.871195	8,048.661027	0.000335	-13.704011	0.510204	25	fd_bdf	10.870684	0.465847	10,200	4	IDENTIFIED	[ "u_x", "u_xx" ]	120
A11	1.545617	0.000812	confirm_v2_fd_bdf_10200_0_3	0.871199	8,190.740863	0.000329	-13.721868	0.510204	25	fd_bdf	10.870688	0.465201	10,200	5	IDENTIFIED	[ "u_x", "u_xx" ]	150
A00	1.546288	0.028279	confirm_v2_fd_bdf_10200_0_4	0.434415	8,675.307144	0.000311	-13.774659	0.142857	7	fd_bdf	10.434272	0.440913	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A01	1.546169	0.072101	confirm_v2_fd_bdf_10200_0_4	-0.442025	9,118.396167	0.000296	-13.824883	0.142857	7	fd_bdf	-0.442168	0.399418	10,200	3	UNIDENTIFIED	null	90
A02	1.546037	0.080745	confirm_v2_fd_bdf_10200_0_4	-0.596274	7,883.064167	0.000342	-13.678368	0.142857	7	fd_bdf	-0.596417	0.391071	10,200	4	UNIDENTIFIED	null	120
A03	1.546083	0.953496	confirm_v2_fd_bdf_10200_0_4	3.767478	8,270.419673	0.000326	-13.716462	0.142857	7	fd_bdf	13.767336	0.009775	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.546363	0.026346	confirm_v2_fd_bdf_10200_0_4	0.473084	8,539.839201	0.000316	-13.760469	0.265306	13	fd_bdf	10.472819	0.435621	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A05	1.546128	0.051165	confirm_v2_fd_bdf_10200_0_4	-0.023306	8,961.192122	0.000301	-13.810382	0.265306	13	fd_bdf	-0.023571	0.408378	10,200	3	UNIDENTIFIED	null	90
A06	1.546025	0.052998	confirm_v2_fd_bdf_10200_0_4	-0.059964	8,021.664706	0.000336	-13.699024	0.265306	13	fd_bdf	-0.06023	0.406613	10,200	4	UNIDENTIFIED	null	120
A07	1.545912	0.070805	confirm_v2_fd_bdf_10200_0_4	-0.416095	8,169.788959	0.00033	-13.717734	0.265306	13	fd_bdf	-0.41636	0.388879	10,200	5	UNIDENTIFIED	null	150
A08	1.546065	0.018376	confirm_v2_fd_bdf_10200_0_4	0.632483	8,560.658612	0.000315	-13.763179	0.510204	25	fd_bdf	10.631973	0.443556	10,200	2	IDENTIFIED	[ "u_x", "u_xx" ]	60
A09	17.682057	0.043945	confirm_v2_fd_bdf_10200_0_4	-0.780274	8,980.665586	0.0003	-13.812712	0.510204	25	fd_bdf	-0.780784	0.000272	10,200	3	UNIDENTIFIED	null	90
A10	17.664218	0.050654	confirm_v2_fd_bdf_10200_0_4	-0.74673	8,054.763825	0.000335	-13.703241	0.510204	25	fd_bdf	-0.74724	0.000086	10,200	4	UNIDENTIFIED	null	120
A11	1.545676	0.066829	confirm_v2_fd_bdf_10200_0_4	-0.336587	8,198.716198	0.000329	-13.721479	0.510204	25	fd_bdf	-0.337097	0.393366	10,200	5	UNIDENTIFIED	null	150
A00	1.547802	0.139944	confirm_v2_fd_bdf_10200_0_5	-0.300281	9,445.787108	0.000285	-13.84401	0.142857	7	fd_bdf	-0.300423	0.354426	10,200	2	UNIDENTIFIED	null	60
A01	1.547788	0.180039	confirm_v2_fd_bdf_10200_0_5	-0.099806	9,872.26507	0.000273	-13.890307	0.142857	7	fd_bdf	-0.099949	0.317485	10,200	3	UNIDENTIFIED	null	90
A02	1.547676	0.211388	confirm_v2_fd_bdf_10200_0_5	0.056941	8,637.15953	0.000312	-13.755633	0.142857	7	fd_bdf	10.056798	0.295328	10,200	4	OUT_OF_GRAMMAR	null	120
A03	1.547446	0.952395	confirm_v2_fd_bdf_10200_0_5	3.761977	9,029.871475	0.000299	-13.791684	0.142857	7	fd_bdf	13.761834	0.008318	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.548179	0.129441	confirm_v2_fd_bdf_10200_0_5	-0.352794	8,566.321355	0.000315	-13.753655	0.265306	13	fd_bdf	-0.353059	0.327821	10,200	2	UNIDENTIFIED	null	60
A05	11.651834	0.242196	confirm_v2_fd_bdf_10200_0_5	0.210979	8,984.684687	0.0003	-13.806201	0.265306	13	fd_bdf	10.210714	0.00191	10,200	3	OUT_OF_GRAMMAR	null	90
A06	11.581327	0.250872	confirm_v2_fd_bdf_10200_0_5	0.254358	7,900.079544	0.000341	-13.677187	0.265306	13	fd_bdf	10.254092	0.001323	10,200	4	OUT_OF_GRAMMAR	null	120
A07	6.379848	0.315562	confirm_v2_fd_bdf_10200_0_5	0.577811	8,047.725202	0.000335	-13.696891	0.265306	13	fd_bdf	10.577546	0.004737	10,200	5	OUT_OF_GRAMMAR	null	150
A08	1.546697	0.090087	confirm_v2_fd_bdf_10200_0_5	-0.549563	8,693.049855	0.00031	-13.769746	0.510204	25	fd_bdf	-0.550074	0.361886	10,200	2	UNIDENTIFIED	null	60
A09	17.701908	0.210597	confirm_v2_fd_bdf_10200_0_5	0.052987	9,094.759152	0.000296	-13.81903	0.510204	25	fd_bdf	10.052477	0.007133	10,200	3	OUT_OF_GRAMMAR	null	90
A10	17.668152	0.241385	confirm_v2_fd_bdf_10200_0_5	0.206924	8,030.394947	0.000336	-13.693894	0.510204	25	fd_bdf	10.206414	0.00606	10,200	4	OUT_OF_GRAMMAR	null	120
A11	17.667002	0.307177	confirm_v2_fd_bdf_10200_0_5	0.535887	8,176.440563	0.00033	-13.713083	0.510204	25	fd_bdf	10.535377	0.004113	10,200	5	OUT_OF_GRAMMAR	null	150
A00	1.774083	0.001635	confirm_v2_fd_bdf_10200_1_0	0.85216	4,913.378622	0.00055	-13.316192	0.142857	7	fd_bdf	10.852017	0.387426	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A01	1.776344	0.067375	confirm_v2_fd_bdf_10200_1_0	-0.347505	5,294.734493	0.00051	-13.388939	0.142857	7	fd_bdf	-0.347647	0.323188	10,200	3	UNIDENTIFIED	null	90
A02	1.773724	0.073536	confirm_v2_fd_bdf_10200_1_0	-0.470728	4,259.91418	0.000634	-13.168903	0.142857	7	fd_bdf	-0.470871	0.372646	10,200	4	UNIDENTIFIED	null	120
A03	1.775192	0.955326	confirm_v2_fd_bdf_10200_1_0	3.776629	4,577.586315	0.000591	-13.229539	0.142857	7	fd_bdf	13.776486	0.008765	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.774209	0.000087	confirm_v2_fd_bdf_10200_1_0	0.852149	4,960.723132	0.000545	-13.325981	0.265306	13	fd_bdf	10.851884	0.386285	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A05	1.776309	0.002794	confirm_v2_fd_bdf_10200_1_0	0.851974	5,323.032141	0.000508	-13.395671	0.265306	13	fd_bdf	10.851709	0.382432	10,200	3	IDENTIFIED	[ "u_xx", "u u_x" ]	90
A06	1.774491	0.0029	confirm_v2_fd_bdf_10200_1_0	0.852126	4,544.165923	0.000595	-13.235662	0.265306	13	fd_bdf	10.85186	0.390539	10,200	4	IDENTIFIED	[ "u_xx", "u u_x" ]	120
A07	1.77527	0.016692	confirm_v2_fd_bdf_10200_1_0	0.66617	4,661.246569	0.00058	-13.260703	0.265306	13	fd_bdf	10.665905	0.375779	10,200	5	IDENTIFIED	[ "u_xx", "u u_x" ]	150
A08	1.774216	0.000006	confirm_v2_fd_bdf_10200_1_0	0.852149	4,963.393439	0.000545	-13.326531	0.510204	25	fd_bdf	10.851638	0.38625	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A09	1.776307	0.00016	confirm_v2_fd_bdf_10200_1_0	0.851974	5,324.84307	0.000508	-13.39608	0.510204	25	fd_bdf	10.851464	0.385024	10,200	3	IDENTIFIED	[ "u_xx", "u u_x" ]	90
A10	1.774515	0.000165	confirm_v2_fd_bdf_10200_1_0	0.852124	4,554.77358	0.000593	-13.238088	0.510204	25	fd_bdf	10.851614	0.392359	10,200	4	IDENTIFIED	[ "u_xx", "u u_x" ]	120
A11	1.775264	0.000807	confirm_v2_fd_bdf_10200_1_0	0.852061	4,669.207342	0.000579	-13.262686	0.510204	25	fd_bdf	10.851551	0.39095	10,200	5	IDENTIFIED	[ "u_xx", "u u_x" ]	150
A00	1.774253	0.008584	confirm_v2_fd_bdf_10200_1_1	0.828323	4,969.784927	0.000544	-13.327164	0.142857	7	fd_bdf	10.82818	0.379278	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A01	1.776409	0.068502	confirm_v2_fd_bdf_10200_1_1	-0.370037	5,353.448586	0.000505	-13.399466	0.142857	7	fd_bdf	-0.370179	0.320936	10,200	3	UNIDENTIFIED	null	90
A02	1.773833	0.074884	confirm_v2_fd_bdf_10200_1_1	-0.497675	4,318.756125	0.000626	-13.182169	0.142857	7	fd_bdf	-0.497818	0.369269	10,200	4	UNIDENTIFIED	null	120
A03	1.775282	0.954713	confirm_v2_fd_bdf_10200_1_1	3.773566	4,640.109931	0.000583	-13.242824	0.142857	7	fd_bdf	13.773423	0.008861	10,200	5	OUT_OF_GRAMMAR	null	150
A04	1.774511	0.010135	confirm_v2_fd_bdf_10200_1_1	0.797304	4,960.076949	0.000545	-13.325313	0.265306	13	fd_bdf	10.797039	0.384142	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A05	1.776616	0.014088	confirm_v2_fd_bdf_10200_1_1	0.718242	5,322.280245	0.000508	-13.395382	0.265306	13	fd_bdf	10.717977	0.374907	10,200	3	IDENTIFIED	[ "u_xx", "u u_x" ]	90
A06	1.774795	0.014949	confirm_v2_fd_bdf_10200_1_1	0.701019	4,546.122704	0.000595	-13.235999	0.265306	13	fd_bdf	10.700754	0.3823	10,200	4	IDENTIFIED	[ "u_xx", "u u_x" ]	120
A07	1.775548	0.02519	confirm_v2_fd_bdf_10200_1_1	0.496194	4,663.77051	0.00058	-13.261277	0.265306	13	fd_bdf	10.495929	0.370145	10,200	5	IDENTIFIED	[ "u_xx", "u u_x" ]	150
A08	1.774241	0.004051	confirm_v2_fd_bdf_10200_1_1	0.852147	4,959.30743	0.000545	-13.325666	0.510204	25	fd_bdf	10.851636	0.38336	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A09	1.776353	0.00869	confirm_v2_fd_bdf_10200_1_1	0.826199	5,320.546468	0.000508	-13.395476	0.510204	25	fd_bdf	10.825689	0.376053	10,200	3	IDENTIFIED	[ "u_xx", "u u_x" ]	90
A10	1.774549	0.011736	confirm_v2_fd_bdf_10200_1_1	0.765284	4,552.971312	0.000594	-13.237875	0.510204	25	fd_bdf	10.764774	0.377472	10,200	4	IDENTIFIED	[ "u_xx", "u u_x" ]	120
A11	1.775256	0.017731	confirm_v2_fd_bdf_10200_1_1	0.645376	4,667.736469	0.000579	-13.262613	0.510204	25	fd_bdf	10.644865	0.371493	10,200	5	IDENTIFIED	[ "u_xx", "u u_x" ]	150
A00	1.774923	0.043289	confirm_v2_fd_bdf_10200_1_2	0.134213	5,194.859533	0.00052	-13.369554	0.142857	7	fd_bdf	10.13407	0.357234	10,200	2	IDENTIFIED	[ "u_xx", "u u_x" ]	60
A01	1.776656	0.08722	confirm_v2_fd_bdf_10200_1_2	-0.563901	5,581.399996	0.000484	-13.438997	0.142857	7	fd_bdf	-0.564044	0.317096	10,200	3	UNIDENTIFIED	null	90
A02	1.774246	0.100273	confirm_v2_fd_bdf_10200_1_2	-0.498637	4,551.988165	0.000594	-13.232726	0.142857	7	fd_bdf	-0.498779	0.299199	10,200	4	UNIDENTIFIED	null	120
A03	1.77562	0.952316	confirm_v2_fd_bdf_10200_1_2	3.76158	4,887.23611	0.000553	-13.293349	0.142857	7	fd_bdf	13.761437	0.009194	10,200	5	OUT_OF_GRAMMAR	null	150

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Kagamaya: reproduce the numerical results

Paper · GitHub code · Citation

Download the saved numerical evidence behind The Verifier Is Part of the Simulator: Evidence-View Gaming in Agentic Equation Discovery. Reproduce the reported counts, inspect individual cases, and compare evidence-selection rules on the published records.

Reproduce the results

pip install huggingface_hub==2.4.0
hf download oroikono/Kagamaya-Numerical --type dataset \
  --revision v1.0.0 --local-dir Kagamaya-Numerical
cd Kagamaya-Numerical
python3 reproduce.py

After download, the check uses Python's standard library: no GPU, PySINDy installation, API key or model calls. It checks stored records and prints status: PASS with these results:

Paper comparison	Result retained in this download
Main 1-D benchmark, per numerical component	Score maximization gives 1,500 wrong rejections in 1,800 episodes; agreement leaves 3 wrong answers and 362 abstentions
Temporal refinement, five test functions	Wrong rejections fall from 600 to 27, 13 and 10 at 7, 13, 25 and 49 samples
Retrospective score retuning	Best saved grid cells give 13/180 errors while retaining 36/36 omission detections
PySINDy WeakPDE	STLSQ omits a generating term in 15/600 coarse versus 3/600 fine fits; SR3 gives 66/600 versus 48/600
PDEBench	Score maximization gives 72 wrong answers; fixed fine gives none; agreement gives none and withholds 255 verdicts, across the same 900 episodes

These are checks of the original saved results, not reruns of simulations, fits, parameter sweeps or language models. Wrong answers, warnings and abstentions are retained.

Load a table

pip install datasets==5.1.0 pyarrow==26.0.1

from datasets import load_dataset

views = load_dataset("oroikono/Kagamaya-Numerical", "primary_views",
                     split="evaluation", revision="v1.0.0")

Other configurations are primary_episodes, primary_decisions, retuning, pysindy, refinement, pdebench_views, pdebench_episodes and pdebench_decisions. Table guide and provenance.

Keep numerical components and cohorts separate. The main comparison contains paired numerical implementations; its 3,600 rows are not independent replications. All cases and evaluation labels here are public, not a hidden test.

Try a different selection rule

The bundled PDEBench example accepts one existing view choice per episode:

python3 pdebench/example_policy.py --policy fixed_fine > ../my_choices.jsonl
python3 pdebench/evaluate.py --choices ../my_choices.jsonl

Replace the choices with your own rule's output, keeping every episode and any abstentions. See the example for the exact two-field format. This compares rules on existing evidence; new systems need their own validated data.

Scope and license

This is the numerical reproduction package. Claude/Qwen response archives, coding sessions and unrelated private research are not included. Model experiments have separate materials linked from GitHub.

Numerical records: CC BY 4.0. Author-owned code and documentation: MIT. The PDEBench portion retains its upstream attribution in NOTICE.md. Please cite the paper using CITATION.bib.

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Paper for oroikono/Kagamaya-Numerical

The Verifier Is Part of the Simulator: Evidence-View Gaming in Agentic Equation Discovery

Paper • 2611.01334 • Published 10 days ago