# Student Action Prediction on Biotechnology Student Logs Source: [Student Action Prediction on Biotechnology Student Logs]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:04.425Z Evaluation of model performance on predicting student actions using the Biotechnology Student Logs dataset, measured by Mean Error across various thresholds. 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. | Scope | Recorded value | | --- | --- | | Task | Student Action Prediction | | Dataset (including any stated split) | Biotechnology Student Logs | | Metric | Mean Error (t=0) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Mean Error (t=0)](): Lower is better; unit: SCALAR. - [Mean Error (t=0.1)](): Lower is better; unit: SCALAR. - [Mean Error (t=0.25)](): Lower is better; unit: SCALAR. - [Mean Error (t=0.5)](): Lower is better; unit: SCALAR. - [Mean Error (t=0.75)](): Lower is better; unit: SCALAR. - [Mean Error (t=0.9)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Mean Error (t=0) | Result date | Report paper | | --- | --- | --- | --- | | Collective Student Model | 0.324 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.341 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.358 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.361 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.367 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.372 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.377 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.393 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.394 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.4 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.412 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.414 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.416 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.422 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.427 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.427 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.435 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.444 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.444 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.445 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.452 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.463 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.465 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.473 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.483 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.485 | Not recorded | 694b739153fdd5c361739ae0 | | Collective Student Model | 0.493 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.504 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.522 | Not recorded | 694b739153fdd5c361739ae0 | | No Clustering | 0.574 | Not recorded | 694b739153fdd5c361739ae0 | ### Collective Student Model Mean Error (t=0): 0.324. Result ID: 69989b9d5698665ec4fdee9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0.75}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.341. Result ID: 69989b9d5698665ec4fdee9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0.9}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.358. Result ID: 69989b9d5698665ec4fdee96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.361. Result ID: 69989b9d5698665ec4fdee88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.75}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.367. Result ID: 69989b9d5698665ec4fdee94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.75}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.372. Result ID: 69989b9d5698665ec4fdee8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0.75}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.377. Result ID: 69989b9d5698665ec4fdee99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0.5}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.393. Result ID: 69989b9d5698665ec4fdee90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.394. Result ID: 69989b9d5698665ec4fdee84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.4. Result ID: 69989b9d5698665ec4fdee8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.412. Result ID: 69989b9d5698665ec4fdee9c. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.414. Result ID: 69989b9d5698665ec4fdee93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.5}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.416. Result ID: 69989b9d5698665ec4fdee87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.5}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.422. Result ID: 69989b9d5698665ec4fdee8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0.5}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.427. Result ID: 69989b9d5698665ec4fdee98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0.25}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.427. Result ID: 69989b9d5698665ec4fdeea0. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0.75}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.435. Result ID: 69989b9d5698665ec4fdee89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.9}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.444. Result ID: 69989b9d5698665ec4fdee95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.9}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.444. Result ID: 69989b9d5698665ec4fdee9f. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0.5}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.445. Result ID: 69989b9d5698665ec4fdee97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Sequences","Clustering Algorithm":"Microsoft Sequence Clustering","Number of Clusters":6,"Support Confidence":0.1}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.452. Result ID: 69989b9d5698665ec4fdee8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0.9}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.463. Result ID: 69989b9d5698665ec4fdee86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.25}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.465. Result ID: 69989b9d5698665ec4fdee92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.25}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.473. Result ID: 69989b9d5698665ec4fdee8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0.25}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.483. Result ID: 69989b9d5698665ec4fdee85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.1}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.485. Result ID: 69989b9d5698665ec4fdee91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Events by Zone","Clustering Algorithm":"XMeans","Number of Clusters":2,"Support Confidence":0.1}. This record does not assert independent reproduction. ### Collective Student Model Mean Error (t=0): 0.493. Result ID: 69989b9d5698665ec4fdee8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Clustering Function":"Errors and Time","Clustering Algorithm":"EM","Number of Clusters":2,"Support Confidence":0.1}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.504. Result ID: 69989b9d5698665ec4fdee9e. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0.25}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.522. Result ID: 69989b9d5698665ec4fdee9d. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0.1}. This record does not assert independent reproduction. ### No Clustering Mean Error (t=0): 0.574. Result ID: 69989b9d5698665ec4fdeea1. [Reporting paper]() Recorded evaluation configuration: {"Support Confidence":0.9}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.