Latest Results ================================== Terrier v0.4 was released and this was trained on RepBase31.04 (released 04-23-2026) which as substantially more sequences than the previous version (RepBase29.10) used to train the version of Terrier for the publication in Briefings in Bioinformatics (2025). This has altered the performance of the model. See the tables below for the performance of both versions of Terrier on the test data. Rice ----- +--------+----------+----------------------------------------------------------+-------------------------------------------------------------------------+ | | | Order | Superfamily | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | Version| Threshold| Proportion Classified | Accuracy | Proportion Classified | Accuracy | +========+==========+===================================+======================+==========================================+==============================+ | v0.3 | 0.7 | 94.7% | 94.4% | 90.7% | 98.5% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.7 | 97.3% | 94.5% | 92.0% | 98.6% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.3 | 0.9 | 90.7% | 97.1% | 89.3% | 98.5% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.9 | 93.3% | 98.6% | 90.7% | 100.0% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ Fruit Fly ---------- +--------+----------+----------------------------------------------------------+-------------------------------------------------------------------------+ | | | Order | Superfamily | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | Version| Threshold| Proportion Classified | Accuracy | Proportion Classified | Accuracy | +========+==========+===================================+======================+==========================================+==============================+ | v0.3 | 0.7 | 80.8% | 87.9% | 63.6% | 91.0% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.7 | 81.6% | 88.6% | 66.0% | 91.8% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.3 | 0.9 | 65.4% | 94.5% | 53.7% | 96.6% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.9 | 67.3% | 93.1% | 53.7% | 96.4% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ Human ----- +--------+----------+----------------------------------------------------------+-------------------------------------------------------------------------+ | | | Order | Superfamily | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | Version| Threshold| Proportion Classified | Accuracy | Proportion Classified | Accuracy | +========+==========+===================================+======================+==========================================+==============================+ | v0.3 | 0.7 | 85.3% | 89.5% | 75.9% | 92.3% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.7 | 84.2% | 89.6% | 73.0% | 93.3% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.3 | 0.9 | 78.0% | 94.4% | 71.3% | 95.5% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.9 | 76.6% | 94.9% | 68.2% | 96.7% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ Mouse ----- +--------+----------+----------------------------------------------------------+-------------------------------------------------------------------------+ | | | Order | Superfamily | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | Version| Threshold| Proportion Classified | Accuracy | Proportion Classified | Accuracy | +========+==========+===================================+======================+==========================================+==============================+ | v0.3 | 0.7 | 84.6% | 92.1% | 75.9% | 95.8% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.7 | 84.2% | 92.2% | 74.8% | 95.5% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.3 | 0.9 | 78.5% | 95.6% | 72.2% | 97.5% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+ | v0.4 | 0.9 | 76.6% | 96.7% | 70.2% | 97.9% | +--------+----------+-----------------------------------+----------------------+------------------------------------------+------------------------------+