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Long-term memory evaluation on LoCoMo

92.3Overall F1

EverMemOS

21.89240.17158.4576.729Jan 12, 2026Jan 25, 2026Feb 7, 2026Feb 21, 2026Mar 6, 2026Mar 19, 2026Apr 2, 2026
Updated 11d ago

Evaluation Results

MethodLinks
2026.03
92.3-96.1--91.1--89.7--70.8--------------
2026.03
89.6-86.2--70.8--95.1--83.8--------------
2026.03
85.2-90.8--81.9--77.3--75--------------
2026.03
80.8-85.4--79.4--75.1--64.6--------------
2026.03
74.8-72--70.3--80--85--------------
2026.03
74.8-78.7--51.7--64.6--83.6--------16.434.1288.213.1-
2026.03
64.2-69--61.7--58.3--50--------------
2026.04
61.3-36.7--59.8--30.7--67.6-------------74.7
2026.03
60.4-57.5--43--63--72--------------
2026.04
59.8-36.5--55.6--25.5--64.1-------------83.5
2026.01
580.88863.6570.71645.332.40.76460.848.40.51433.325.10.80549.2-----------
2026.01
570.87262.5560.70344.531.80.75159.747.50.50532.724.70.79148.3-----------
2026.01
55.80.84962.254.80.68142.330.30.74858.946.10.47928.322.80.77446.5-----------
2026.04
52.2-37.1--35.7--25.3--56.1-------------71.9
2026.01
52.10.82857.350.20.73240.731.10.75756.2490.49825.218.80.77444.5-----------
2026.01
51.90.84859.952.10.75343.132.90.72346.3390.55227.721.70.78643.9-----------
2026.04
51.9-19.6--54.4--17.7--58.8-------------77.9
2026.02
51.16-62.1253.52-48.5639.9-56.6741.88-37.329.63-41.7344.0554.8936.7662.3349.51------
2026.01
510.7855.9500.62839.828.40.67153.342.40.48229.222.10.70743.2-----------
2026.01
500.83954.343.90.65238.126.90.70457.147.70.5123.916.30.75639.9-----------
2026.01
49.20.81754.1430.6536.325.50.70756.446.30.44620.7150.7438.3-----------
2026.04
49.2-21.6--47.7--24.4--58.3-------------72.2
2026.01
46.60.84552.845.30.66536.927.30.55544.336.90.55127.318.50.73339-----------
2026.01
46.40.82449.842.50.69340.531.70.49647.339.90.5753225.70.71739-----------
2026.02
46.4-54.8948.98-42.6434.08-57.4849.76-30.5825.69-39.6332.7848.8821.1144.2636.76------
2026.01
45.80.82352.644.30.66335.125.90.55743.735.80.48224.317.10.71737.5-----------
2026.04
45.65-------------------------
2026.01
45.56-50.0745.21-36.5227.75-47.942.12-24.7718.51-39.7-----------
2026.01
45.56-------------39.7-----------
2026.01
45.40.76249.339.90.59234.624.40.63951.943.30.46321.714.80.68636.2-----------
2026.01
45.09-47.6538.72-38.7227.13-48.9340.51-28.6421.58-35.91-----------
2026.01
45.09-------------35.91-----------
2026.01
44.73-47.6440.91-32.1123.79-53.7946.96-26.1420.19-37.74-----------
2026.01
44.73-------------37.74-----------
2026.01
44.72-46.3338.52-32.3623.36-55.9948.25-29.1922.31-36.75-----------
2026.01
44.72-------------36.75-----------
2026.02
44.32-51.1344.22-41.1132.09-53.6746.22-33.3827.26-37.9537.7147.3724.5548.3739.5------
2026.01
44.30.80350.2430.63235.125.90.52742.135.10.52325.917.60.69637.1-----------
2026.01
43.56-49.5638.92-35.7423.3-4234.53-19.3714.82-33.64-----------
2026.01
43.56-------------33.64-----------
2026.04
43.44-------------------------
2026.04
43.2-19.5--31.8--23.5--30.8-------------80.2
2026.01
42.84-48.6242.99-35.2725.22-41.1530.76-20.0216.52-35.53-----------
2026.01
42.84-------------35.53-----------
2026.04
42.84-------------------------
2026.01
42.40.69747.4410.66639.129.50.55538.232.30.46823.217.30.64735.6-----------
2026.04
42.13-------------------------
2026.04
41.8-17.8--30.5--27.2--30.5-------------80.7
2026.02
41.28-49.3142.61-43.0334.09-44.4332.03-28.3623.24-32.9939.7542.6427.8349.8440.02------
2026.01
41.20.67644.1340.59834250.54437.30.40326.919.20.60833.9-----------
2026.04
40.4-18.8--30.5--24.6--30.5-------------84.3
2026.04
40.4-12.8--30--17.8--31.2-------------89.1
2026.04
39.7-15.6--30.9--21.7--29.5-------------85.7
2026.01
39.65-44.6537.06-27.0220.09-45.8536.67-12.1412-32.3-----------
2026.01
39.65-------------32.3-----------
2026.04
39.4-17.4--29.5--20--26.6-------------89.8
2026.04
39-16--29.2--26.1--29.8-------------81.9
2026.04
38.8-17.1--28.9--26.4--29.2-------------81.4
2026.04
38.8-20--27.8--24.5--28.2-------------82.4
2026.04
38.5-16.4--28.7--24.6--28.4-------------82.6
2026.04
38.5-16.5--28.8--24.9--29.4-------------80.6
2026.04
38.3-15.3--29.4--16.7--24.3-------------91.5
2026.04
38.3-17.3--28.7--27.7--29.7-------------78
2026.01
37.20.62739.433.40.50127.319.20.58444.437.80.39322.715.60.5830.7-----------
2026.01
36.87-40.9133.63-35.5126.86-30.7525.84-26.0422.32-30.06-----------
2026.01
36.87-------------30.06-----------
2026.04
36.6-20.3--20.8--16.8--25.2-------------74.1
2026.01
36.50.6333933.70.52935.325.40.25332.5270.54534.124.90.52530.9-----------
2026.04
36.5-15.7--26--19.6--19.2-------------94.4
2026.04
36.4-11.2--28.5--17.9--29.7-------------76.1
2026.04
36.4-11.3--28.3--18.2--28.9-------------77.6
2026.01
360.65244.4390.52329.719.90.58723.319.50.42723.618.80.60130.1-----------
2026.01
35.90.61638.933.20.52633.6240.2532.126.30.47729.523.60.51529.5-----------
2026.04
35.7-9.1--27.8--16.3--26-------------82.3
2026.01
35.60.6173832.80.51534.424.70.24631.726.30.53133.224.30.51230.1-----------
2026.04
35.5-15.1--26.7--22.6--27.1-------------74.4
2026.04
35.2-14.3--26.4--23.7--27-------------73.7
2026.04
34.8-14.9--26--22.3--25.7-------------74.5
2026.04
34.2-14.5--29.8--21--28.5-------------64.8
2026.04
33.8-10.2--24.5--12.2--21.5-------------84.5
2026.01
33.17-41.0134.34-26.6517.72-25.5219.44-9.157.44-26.51-----------
2026.02
31.69-40.9435.54-32.4124.28-37.2333.02-16.1614.64-26.8731.2639.6115.1942.3232.1------
2026.04
31.6-13--28.7--23.4--27.9-------------55.6
2026.04
31.42-------------------------
2026.04
31-13.4--29--19.4--27.7-------------53.7
2026.01
30.86-35.4730.54-21.6815.18-31.4826.22-15.3711.56-25.65-----------
2026.01
30.46-35.1830.59-26.7820.53-25.8320.69-15.4211.15-25.48-----------
2026.01
29.30.5327.620.60.25412.412.30.5594737.50.5533428.20.48723-----------
2026.04
29-7.4--14.7--10.6--9.3-------------74.7
2026.01
28.60.5182720.10.24812.1120.54645.936.70.54133.327.60.47622.5-----------
2026.01
28.60.5182720.10.24812.1120.54645.936.70.54133.327.60.47622.5-----------
2026.01
27.90.50426.319.60.24111.811.70.53244.735.70.52732.426.90.46421.9-----------
2026.02
27.55-44.8237.25-28.1118.92-10.356.92-24.9121.1-21.0527.689.8224.4844.3726.59------
2026.04
27.5-6.3--9.1--9.2--8.8-------------73.6
2026.02
27.35-32.7427.58-28.8420.22-24.2118.75-23.5919.09-21.4127.4523.2323.1333.0226.21------
2026.01
25.89-29.3724.34-20.2313.24-24.3418.24-17.2313.27-20.35-----------
2026.04
25.6-6.1--14.6--16.9--11.5-------------71.1
2026.01
250.4925.5190.23411.511.40.39733.426.70.51231.526.10.42519.6-----------
2026.01
24.83-28.1423.87-17.4411.74-26.3819.5-12.5311.83-19.98-----------
2026.04
24.6-2.9--8.7--11.9--4.7-------------70.5
Showing 100 of 120 rows