The robustness of this task can be improved by applying transforms like SPLICE and CMVN. An architecture of composed weighted finite-state transducers is used for this task by the open-source package Kaldi, which does not support the frequently-used CTC loss function in alignment during this task. Classical algorithms for this task extract 39 MFCC features for each time frame of a sliding window, then feed them into an (*) GMM-HMM. Context-dependent models are used in this task to account for allophones. Probabilistic methods for this task compute the product of an acoustic model and a language model to select the most likely word sequence given a sound signal. For 10 points, speech synthesis is the reverse of what natural language processing task used by digital assistants like Siri to process user input? ■END■
| 2024 ARCADIA at Claremont | 2024-11-02 | Y | 3 | 100% | 0% | 33% | 115.67 |
| 2024 ARCADIA at Illinois | 2024-11-09 | Y | 4 | 75% | 0% | 50% | 118.67 |
| 2024 ARCADIA at Waterloo | 2024-11-09 | Y | 6 | 100% | 0% | 50% | 113.67 |
| 2024 ARCADIA at GT | 2024-12-06 | Y | 5 | 60% | 0% | 40% | 125.33 |
| 2024 ARCADIA at Warwick | 2024-12-06 | Y | 4 | 50% | 0% | 75% | 110.50 |
| 2024 ARCADIA at Duke | 2024-12-06 | Y | 3 | 67% | 0% | 67% | 105.00 |
| 2024 ARCADIA at Florida Tech | 2024-12-06 | Y | 4 | 75% | 0% | 50% | 114.67 |
| 2024 ARCADIA at UC Berkeley | 2024-12-06 | Y | 2 | 100% | 0% | 50% | 104.50 |
| 2024 ARCADIA Online | 2025-05-17 | N | 1 | 100% | 0% | 0% | 81.00 |
| Player | Team | Opponent | Buzz Position | Value |
|---|---|---|---|---|
| Henry Keating | UCF B | Valencia | 54 | -5 |
| Kevin Wang | Georgia Tech A | Georgia Tech B | 54 | -5 |
| Shahar Schwartz | Berkeley Past | Berkeley A | 65 | -5 |
| Benjamin Chapman | Toronto A | Waterloo Aspidistra | 66 | -5 |
| Yash Mandavia | Illinois Orange | Notre Dame | 68 | -5 |
| Rasheeq Azad | North Carolina B | South Carolina | 79 | 10 |
| Michal Gerasimiuk | Stanford | Berkeley B | 79 | 10 |
| Ishan Joshi | Toronto Metropolitan A | Toronto Chestnut Rice and Kamehameha | 79 | -5 |
| Akshay Seetharam | Claremont | ALCU | 79 | -5 |
| Asha Basu | McGill A | Waterloo Cloze | 81 | 10 |
| Cormac Stephenson | Southampton | Imperial B | 81 | -5 |
| Athan Juritsch | Toronto Disband the Club 2k24 | Toronto B | 84 | 10 |
| Agnijo Banerjee | Cambridge A | LSE B | 85 | -5 |
| James Byrne | Bristol | Imperial A | 90 | 10 |
| David Nickel | Purdue B | SIUE | 91 | -5 |
| Aneesh Shotriya | Purdue A | Chicago B | 95 | 10 |
| James Wang | Ottawa Absolomabsolomabsolom | Waterloo Basic | 97 | -5 |
| Orion Keller | Virginia Tech B | Virginia Tech C | 102 | -5 |
| Graham Cope | UF B | UF C | 102 | 10 |
| Benjamin McAvoy-Bickford | North Carolina A | Virginia Tech A | 106 | -5 |
| Jacob Rosenberg | Innovation Academy C | Georgia Tech C | 106 | -5 |
| Rachel Bentham | Cambridge B | LSE A | 106 | -5 |
| Nicholas Dai | U[C]SD | Jason et al. | 106 | 10 |
| Thomas Tibbetts | UCF A | UF A | 111 | 10 |
| Anderson Wang | Anderson et al. | SGV Ventures | 111 | 10 |
| Joanna Xiao | Georgia Tech D | Mississippi State | 114 | 10 |
| Michael Du | Waterloo Aspidistra | Toronto A | 124 | 10 |
| Ryan Gomes | Florida Tech | USF | 126 | -5 |
| Eve Fleisig | Berkeley A | Berkeley Past | 130 | 10 |
| Andrew Wang | Illinois Blue | Chicago A | 130 | 10 |
| Thomas Dellaert | ALCU | Claremont | 130 | 10 |
| Zoe Brennan | Virginia Tech A | North Carolina A | 131 | 10 |
| Zachary Bornstein | Virginia Tech C | Virginia Tech B | 131 | 0 |
| Addison Wiggins | USF | Florida Tech | 131 | 10 |
| Clete Reinberger | Valencia | UCF B | 131 | 0 |
| Yusuf Baig | McMaster ApocolocyntosisBidii | Carleton A | 131 | 0 |
| Kevin Le | Carleton A | McMaster ApocolocyntosisBidii | 131 | 10 |
| Franklin Wu | Toronto Chestnut Rice and Kamehameha | Toronto Metropolitan A | 131 | 10 |
| Micah Colman | Waterloo Basic | Ottawa Absolomabsolomabsolom | 131 | 10 |
| Alex Thomas | Georgia Tech C | Innovation Academy C | 131 | 10 |
| Michelle Luo | Johns Creek | Lambert | 131 | 0 |
| Shaun Iyer | Innovation Academy A | Milton | 131 | 10 |
| Jacob Finley | Notre Dame | Illinois Orange | 131 | 10 |
| Logan Mathis | SIUE | Purdue B | 131 | 0 |
| David Latimer | Imperial B | Southampton | 131 | 10 |
| Andre Wong | LSE A | Cambridge B | 131 | 0 |
| David Worley | LSE B | Cambridge A | 131 | 0 |