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data description CSV and competition link

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2025-07-07 10:21:01 -07:00
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README.md
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@@ -23,6 +23,9 @@ The code is organized into five main directories: `utils`, `analyses`, `data`, `
- The `model_training` directory contains the code necessary to train and evaluate the brain-to-text model. See the README.md in that folder for more detailed instructions.
- The `language_model` directory contains the ngram language model implementation and a pretrained 1gram language model. Pretrained 3gram and 5gram language models can be downloaded [here](https://datadryad.org/dataset/doi:10.5061/dryad.x69p8czpq) (`languageModel.tar.gz` and `languageModel_5gram.tar.gz`). See [`language_model/README.md`](language_model/README.md) for more information.
## Competition
This repository also includes baseline model training and evaluation code for the [Brain-to-Text '25 Competition](https://www.kaggle.com/competitions/brain-to-text-25). The competition is hosted on Kaggle, and the code in this repository is designed to help participants train and evaluate their own models for the competition. The baseline model provided here is a custom PyTorch implementation of the RNN model used in the paper, which can be trained and evaluated using the provided data.
## Data
### Data Overview
The data used in this repository (which can be downloaded from [Dryad](https://datadryad.org/stash/dataset/doi:10.5061/dryad.dncjsxm85), either manually from the website, or using `download_data.py`) consists of various datasets for recreating figures and training/evaluating the brain-to-text model:
@@ -44,7 +47,7 @@ The data used in this repository (which can be downloaded from [Dryad](https://d
- The ground truth phoneme sequence label
- The data is split into training, validation, and test sets. The test set does not include ground truth sentence or phoneme labels.
- Data for each session/split is stored in `.hdf5` files. An example of how to load this data using the Python `h5py` library is provided in the [`model_training/evaluate_model_helpers.py`](model_training/evaluate_model_helpers.py) file in the `load_h5py_file()` function.
- Each block of data contains sentences drawn from a range of corpuses (Switchboard, OpenWebText2, a 50-word corpus, a custom frequent-word corpus, and a corpus of random word sequences). Furthermore, the majority of the data is during attempted vocalized speaking, but some of it is during attempted silent speaking.
- Each block of data contains sentences drawn from a range of corpuses (Switchboard, OpenWebText2, a 50-word corpus, a custom frequent-word corpus, and a corpus of random word sequences). Furthermore, the majority of the data is during attempted vocalized speaking, but some of it is during attempted silent speaking. [`data/t15_copyTaskData_description.csv`](data/t15_copyTaskData_description.csv) contains a block-by-block description of the Copy Task data, including the session date, block number, number of trials, the corpus used, and what split the data is in (train, val, or test). The speaking strategy for each block is intentionally not listed here.
- `t15_pretrained_rnn_baseline.zip`: This dataset contains the pretrained RNN baseline model checkpoint and args. An example of how to load this model and use it for inference is provided in the [`model_training/evaluate_model.py`](model_training/evaluate_model.py) file.
### Data Directory Structure

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data/.gitignore vendored
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# ignore everything in this folder except my README.md and myself
# ignore everything in this folder except a few things
*
!README.md
!/.gitignore
!/.gitignore
!t15_copyTaskData_description.csv

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data/README.md
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Data can be downloaded from Dryad, [here](https://datadryad.org/stash/dataset/doi:10.5061/dryad.dncjsxm85). Please download this data and place it in the `data` directory before running the code. Be sure to unzip `t15_copyTask_neuralData.zip` and `t15_pretrained_rnn_baseline.zip`.
Data can be downloaded from Dryad, [here](https://datadryad.org/stash/dataset/doi:10.5061/dryad.dncjsxm85). Please download this data and place it in the `data` directory before running the code. Be sure to unzip `t15_copyTask_neuralData.zip` and `t15_pretrained_rnn_baseline.zip`.
`t15_copyTaskData_description.csv` contains a block-by-block description of the Copy Task data, including the session date, block number, number of trials, the corpus used, and what split the data is in (train, val, or test). This file is not required for running the code, but it may be useful for understanding the data.

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Date,Post-implant day,Block number,Number of sentences,Corpus,Split
2023-08-11,25,2,20,50-Word,Train
2023-08-11,25,3,30,50-Word,Train
2023-08-11,25,4,40,50-Word,Train
2023-08-11,25,5,50,50-Word,Train
2023-08-11,25,6,50,50-Word,Train
2023-08-11,25,8,50,50-Word,Train
2023-08-11,25,9,50,50-Word,Train
2023-08-13,27,1,50,Switchboard,Train
2023-08-13,27,2,50,Switchboard,Train
2023-08-13,27,3,40,Switchboard,Train
2023-08-13,27,4,40,Switchboard,Train
2023-08-13,27,5,40,Switchboard,Train
2023-08-13,27,6,40,Switchboard,Train
2023-08-13,27,7,40,50-Word,Train
2023-08-13,27,8,40,Switchboard,Val/Test
2023-08-13,27,9,30,Switchboard,Val/Test
2023-08-13,27,11,40,50-Word,Train
2023-08-13,27,12,30,Switchboard,Train
2023-08-18,32,4,49,Switchboard,Train
2023-08-18,32,5,48,Switchboard,Train
2023-08-18,32,6,49,Switchboard,Val/Test
2023-08-18,32,7,50,Switchboard,Val/Test
2023-08-18,32,8,50,Switchboard,Train
2023-08-18,32,9,50,Switchboard,Train
2023-08-20,34,1,50,Switchboard,Train
2023-08-20,34,2,49,Switchboard,Train
2023-08-20,34,3,30,Switchboard,Train
2023-08-20,34,4,49,Switchboard,Train
2023-08-20,34,5,50,Switchboard,Train
2023-08-20,34,6,50,Switchboard,Train
2023-08-20,34,7,49,Switchboard,Val/Test
2023-08-20,34,8,48,Switchboard,Val/Test
2023-08-25,39,1,50,Switchboard,Val/Test
2023-08-25,39,2,50,Switchboard,Train
2023-08-25,39,7,39,Switchboard,Train
2023-08-27,41,1,50,Switchboard,Val/Test
2023-08-27,41,2,50,Switchboard,Train
2023-08-27,41,3,50,Switchboard,Train
2023-08-27,41,5,50,Switchboard,Train
2023-09-01,46,1,47,Switchboard,Train
2023-09-01,46,2,50,Switchboard,Train
2023-09-01,46,3,50,Switchboard,Train
2023-09-01,46,4,50,Switchboard,Train
2023-09-01,46,5,50,Switchboard,Train
2023-09-01,46,6,50,Switchboard,Train
2023-09-01,46,8,49,Switchboard,Val/Test
2023-09-01,46,9,50,Switchboard,Val/Test
2023-09-03,48,1,50,Switchboard,Train
2023-09-03,48,2,50,Switchboard,Train
2023-09-03,48,3,50,Switchboard,Train
2023-09-03,48,4,25,Switchboard,Train
2023-09-03,48,5,50,Switchboard,Train
2023-09-03,48,6,48,Switchboard,Train
2023-09-03,48,7,49,Switchboard,Train
2023-09-03,48,8,50,Switchboard,Val/Test
2023-09-03,48,9,19,Switchboard,Val/Test
2023-09-24,69,1,50,Switchboard,Train
2023-09-24,69,2,49,Switchboard,Train
2023-09-24,69,3,20,Switchboard,Train
2023-09-24,69,4,45,Switchboard,Train
2023-09-24,69,5,20,Switchboard,Train
2023-09-24,69,6,11,50-Word,Train
2023-09-24,69,7,50,Switchboard,Train
2023-09-24,69,8,20,Switchboard,Val/Test
2023-09-24,69,9,50,Switchboard,Val/Test
2023-09-29,74,1,5,Switchboard,Train
2023-09-29,74,2,50,Switchboard,Train
2023-09-29,74,3,50,Switchboard,Val/Test
2023-09-29,74,4,47,Openwebtext,Val/Test
2023-09-29,74,5,5,Switchboard,Train
2023-09-29,74,6,20,Switchboard,Train
2023-09-29,74,7,49,Switchboard,Train
2023-09-29,74,9,35,Switchboard,Train
2023-10-01,76,1,10,Switchboard,Train
2023-10-01,76,2,49,Switchboard,Train
2023-10-01,76,3,50,Switchboard,Train
2023-10-01,76,4,50,Switchboard,Train
2023-10-01,76,5,50,Switchboard,Train
2023-10-01,76,6,49,Switchboard,Train
2023-10-01,76,7,49,Switchboard,Val/Test
2023-10-01,76,8,40,Openwebtext,Val/Test
2023-10-06,81,1,50,Switchboard,Train
2023-10-06,81,2,50,Switchboard,Train
2023-10-06,81,3,10,50-Word,Train
2023-10-06,81,4,50,Switchboard,Train
2023-10-06,81,5,16,Switchboard,Train
2023-10-06,81,6,30,Switchboard,Val/Test
2023-10-06,81,7,43,Switchboard,Val/Test
2023-10-08,83,1,50,Switchboard,Train
2023-10-08,83,2,49,Switchboard,Train
2023-10-08,83,3,20,Switchboard,Train
2023-10-08,83,6,50,Switchboard,Train
2023-10-08,83,7,50,Switchboard,Train
2023-10-08,83,8,50,Switchboard,Train
2023-10-08,83,10,15,Switchboard,Train
2023-10-08,83,11,30,Openwebtext,Val/Test
2023-10-08,83,12,15,Openwebtext,Val/Test
2023-10-13,88,1,50,Switchboard,Train
2023-10-13,88,2,40,Switchboard,Train
2023-10-13,88,3,15,Switchboard,Train
2023-10-13,88,4,50,Switchboard,Train
2023-10-13,88,5,49,Switchboard,Val/Test
2023-10-13,88,6,40,Random,Val/Test
2023-10-15,90,1,49,Switchboard,Train
2023-10-15,90,2,50,Switchboard,Train
2023-10-15,90,5,50,Switchboard,Train
2023-10-15,90,6,40,Switchboard,Train
2023-10-15,90,8,50,Switchboard,Train
2023-10-15,90,9,49,Switchboard,Val/Test
2023-10-15,90,10,40,Openwebtext,Val/Test
2023-10-20,95,1,48,Switchboard,Train
2023-10-20,95,2,50,Switchboard,Train
2023-10-20,95,3,18,Harvard,Val/Test
2023-10-22,97,1,16,Switchboard,Train
2023-10-22,97,2,50,Switchboard,Train
2023-10-22,97,4,49,Freq words,Train
2023-10-22,97,5,30,Harvard,Val/Test
2023-10-22,97,6,14,Freq words,Train
2023-10-22,97,7,50,Freq words,Train
2023-10-22,97,9,50,Switchboard,Val/Test
2023-11-03,109,1,50,Freq words,Train
2023-11-03,109,3,50,Freq words,Train
2023-11-03,109,4,49,Freq words,Train
2023-11-03,109,5,50,Harvard,Val/Test
2023-11-03,109,6,50,Switchboard,Val/Test
2023-11-04,110,1,50,Freq words,Train
2023-11-04,110,2,30,Freq words,Train
2023-11-04,110,4,30,Freq words,Val/Test
2023-11-17,123,1,50,Freq words,Train
2023-11-17,123,2,50,Freq words,Train
2023-11-17,123,3,50,Freq words,Val/Test
2023-11-19,125,2,50,Freq words,Train
2023-11-19,125,3,10,Freq words,Train
2023-11-19,125,4,40,Freq words,Val/Test
2023-11-26,132,1,25,Freq words,Train
2023-11-26,132,2,24,Freq words,Train
2023-11-26,132,3,49,Freq words,Train
2023-11-26,132,5,50,Freq words,Train
2023-11-26,132,6,50,Freq words,Train
2023-11-26,132,7,39,Random,Val/Test
2023-11-26,132,9,50,Freq words,Val/Test
2023-12-03,139,1,50,Freq words,Train
2023-12-03,139,2,30,Freq words,Train
2023-12-03,139,4,48,Switchboard,Val/Test
2023-12-03,139,5,49,Freq words,Train
2023-12-03,139,6,49,Freq words,Train
2023-12-03,139,7,50,Freq words,Train
2023-12-03,139,8,20,Freq words,Val/Test
2023-12-08,144,1,50,Freq words,Train
2023-12-08,144,2,20,Freq words,Train
2023-12-08,144,3,10,Freq words,Train
2023-12-08,144,4,20,Freq words,Train
2023-12-08,144,6,50,Freq words,Train
2023-12-08,144,7,49,Freq words,Train
2023-12-08,144,8,50,Freq words,Val/Test
2023-12-08,144,9,50,Freq words,Val/Test
2023-12-10,146,1,50,Freq words,Train
2023-12-10,146,3,50,Freq words,Train
2023-12-10,146,6,50,Freq words,Train
2023-12-10,146,7,50,Freq words,Val/Test
2023-12-17,153,1,50,Freq words,Train
2023-12-17,153,2,50,Freq words,Train
2023-12-17,153,10,35,Freq words,Train
2023-12-17,153,11,50,Freq words,Val/Test
2023-12-29,165,1,50,Freq words,Train
2023-12-29,165,2,50,Freq words,Train
2023-12-29,165,3,48,Freq words,Train
2023-12-29,165,4,50,Switchboard,Val/Test
2023-12-29,165,5,50,Freq words,Val/Test
2023-12-29,165,7,50,Freq words,Train
2024-02-25,223,1,49,Switchboard,Train
2024-02-25,223,3,47,Switchboard,Train
2024-02-25,223,4,50,Switchboard,Train
2024-02-25,223,5,47,Switchboard,Train
2024-02-25,223,6,47,Switchboard,Val/Test
2024-03-03,230,1,19,Switchboard,Train
2024-03-03,230,3,50,50-Word,Train
2024-03-03,230,6,50,50-Word,Train
2024-03-03,230,11,50,50-Word,Train
2024-03-03,230,13,50,50-Word,Train
2024-03-08,235,1,18,Switchboard,Train
2024-03-08,235,3,48,Switchboard,Train
2024-03-08,235,6,48,Switchboard,Train
2024-03-08,235,7,49,Switchboard,Train
2024-03-08,235,8,49,Switchboard,Val/Test
2024-03-15,242,1,49,Switchboard,Train
2024-03-15,242,3,50,Switchboard,Train
2024-03-15,242,4,47,Switchboard,Train
2024-03-15,242,5,48,Switchboard,Train
2024-03-15,242,6,37,Switchboard,Train
2024-03-15,242,7,49,Switchboard,Val/Test
2024-03-15,242,9,49,Switchboard,Val/Test
2024-03-17,244,1,50,Switchboard,Train
2024-03-17,244,3,49,Switchboard,Train
2024-03-17,244,4,48,Switchboard,Train
2024-03-17,244,5,50,Switchboard,Train
2024-03-17,244,6,47,Switchboard,Val/Test
2024-03-17,244,7,50,Switchboard,Val/Test
2024-03-17,244,8,49,Switchboard,Train
2024-04-25,283,2,14,Switchboard,Train
2024-04-25,283,4,50,50-Word,Train
2024-04-25,283,5,50,50-Word,Train
2024-04-25,283,7,50,50-Word,Train
2024-04-25,283,9,50,50-Word,Train
2024-04-25,283,11,50,50-Word,Train
2024-04-25,283,12,50,50-Word,Train
2024-04-25,283,14,50,50-Word,Train
2024-04-28,286,1,50,50-Word,Train
2024-04-28,286,2,50,50-Word,Train
2024-04-28,286,10,50,50-Word,Train
2024-05-10,298,1,10,Switchboard,Train
2024-05-10,298,5,50,Switchboard,Train
2024-05-10,298,6,50,Switchboard,Train
2024-05-10,298,7,50,Switchboard,Val/Test
2024-06-14,333,1,10,Switchboard,Train
2024-06-14,333,9,20,Switchboard,Train
2024-06-14,333,11,50,Switchboard,Train
2024-06-14,333,12,50,Switchboard,Val/Test
2024-07-19,368,1,10,Switchboard,Train
2024-07-19,368,4,15,Switchboard,Train
2024-07-19,368,6,50,Switchboard,Train
2024-07-19,368,7,48,Switchboard,Train
2024-07-19,368,8,47,Switchboard,Train
2024-07-19,368,9,48,Switchboard,Val/Test
2024-07-19,368,10,49,Switchboard,Val/Test
2024-07-21,370,1,20,Switchboard,Train
2024-07-21,370,3,46,Switchboard,Train
2024-07-21,370,4,46,Switchboard,Train
2024-07-21,370,5,49,Switchboard,Train
2024-07-21,370,6,50,Switchboard,Val/Test
2024-07-21,370,7,47,Switchboard,Val/Test
2024-07-28,377,1,15,Switchboard,Train
2024-07-28,377,3,49,Switchboard,Train
2024-07-28,377,4,49,Switchboard,Train
2024-07-28,377,5,50,Switchboard,Train
2024-07-28,377,6,49,Switchboard,Val/Test
2024-07-28,377,7,48,Switchboard,Val/Test
2025-01-10,543,1,20,Switchboard,Train
2025-01-10,543,5,49,Switchboard,Train
2025-01-10,543,7,47,Switchboard,Train
2025-01-10,543,8,47,Switchboard,Val/Test
2025-01-12,545,1,20,Switchboard,Train
2025-01-12,545,3,50,Switchboard,Train
2025-01-12,545,4,48,Switchboard,Train
2025-01-12,545,5,50,Switchboard,Train
2025-01-12,545,6,48,Switchboard,Val/Test
2025-01-12,545,7,47,Switchboard,Val/Test
2025-03-14,606,2,10,Switchboard,Train
2025-03-14,606,4,25,Switchboard,Val/Test
2025-03-14,606,6,25,Switchboard,Val/Test
2025-03-14,606,7,25,Switchboard,Train
2025-03-14,606,8,24,Switchboard,Train
2025-03-16,608,1,19,Switchboard,Train
2025-03-16,608,3,50,Switchboard,Train
2025-03-16,608,4,49,Switchboard,Train
2025-03-16,608,5,48,Switchboard,Val/Test
2025-03-30,622,3,20,Switchboard,Train
2025-03-30,622,6,48,Switchboard,Train
2025-03-30,622,8,48,Switchboard,Train
2025-03-30,622,10,47,Switchboard,Val/Test
2025-03-30,622,12,49,Switchboard,Train
2025-03-30,622,13,48,Switchboard,Val/Test
2025-04-13,636,2,20,Switchboard,Train
2025-04-13,636,7,50,Switchboard,Train
2025-04-13,636,8,50,Switchboard,Val/Test
1 Date Post-implant day Block number Number of sentences Corpus Split
2 2023-08-11 25 2 20 50-Word Train
3 2023-08-11 25 3 30 50-Word Train
4 2023-08-11 25 4 40 50-Word Train
5 2023-08-11 25 5 50 50-Word Train
6 2023-08-11 25 6 50 50-Word Train
7 2023-08-11 25 8 50 50-Word Train
8 2023-08-11 25 9 50 50-Word Train
9 2023-08-13 27 1 50 Switchboard Train
10 2023-08-13 27 2 50 Switchboard Train
11 2023-08-13 27 3 40 Switchboard Train
12 2023-08-13 27 4 40 Switchboard Train
13 2023-08-13 27 5 40 Switchboard Train
14 2023-08-13 27 6 40 Switchboard Train
15 2023-08-13 27 7 40 50-Word Train
16 2023-08-13 27 8 40 Switchboard Val/Test
17 2023-08-13 27 9 30 Switchboard Val/Test
18 2023-08-13 27 11 40 50-Word Train
19 2023-08-13 27 12 30 Switchboard Train
20 2023-08-18 32 4 49 Switchboard Train
21 2023-08-18 32 5 48 Switchboard Train
22 2023-08-18 32 6 49 Switchboard Val/Test
23 2023-08-18 32 7 50 Switchboard Val/Test
24 2023-08-18 32 8 50 Switchboard Train
25 2023-08-18 32 9 50 Switchboard Train
26 2023-08-20 34 1 50 Switchboard Train
27 2023-08-20 34 2 49 Switchboard Train
28 2023-08-20 34 3 30 Switchboard Train
29 2023-08-20 34 4 49 Switchboard Train
30 2023-08-20 34 5 50 Switchboard Train
31 2023-08-20 34 6 50 Switchboard Train
32 2023-08-20 34 7 49 Switchboard Val/Test
33 2023-08-20 34 8 48 Switchboard Val/Test
34 2023-08-25 39 1 50 Switchboard Val/Test
35 2023-08-25 39 2 50 Switchboard Train
36 2023-08-25 39 7 39 Switchboard Train
37 2023-08-27 41 1 50 Switchboard Val/Test
38 2023-08-27 41 2 50 Switchboard Train
39 2023-08-27 41 3 50 Switchboard Train
40 2023-08-27 41 5 50 Switchboard Train
41 2023-09-01 46 1 47 Switchboard Train
42 2023-09-01 46 2 50 Switchboard Train
43 2023-09-01 46 3 50 Switchboard Train
44 2023-09-01 46 4 50 Switchboard Train
45 2023-09-01 46 5 50 Switchboard Train
46 2023-09-01 46 6 50 Switchboard Train
47 2023-09-01 46 8 49 Switchboard Val/Test
48 2023-09-01 46 9 50 Switchboard Val/Test
49 2023-09-03 48 1 50 Switchboard Train
50 2023-09-03 48 2 50 Switchboard Train
51 2023-09-03 48 3 50 Switchboard Train
52 2023-09-03 48 4 25 Switchboard Train
53 2023-09-03 48 5 50 Switchboard Train
54 2023-09-03 48 6 48 Switchboard Train
55 2023-09-03 48 7 49 Switchboard Train
56 2023-09-03 48 8 50 Switchboard Val/Test
57 2023-09-03 48 9 19 Switchboard Val/Test
58 2023-09-24 69 1 50 Switchboard Train
59 2023-09-24 69 2 49 Switchboard Train
60 2023-09-24 69 3 20 Switchboard Train
61 2023-09-24 69 4 45 Switchboard Train
62 2023-09-24 69 5 20 Switchboard Train
63 2023-09-24 69 6 11 50-Word Train
64 2023-09-24 69 7 50 Switchboard Train
65 2023-09-24 69 8 20 Switchboard Val/Test
66 2023-09-24 69 9 50 Switchboard Val/Test
67 2023-09-29 74 1 5 Switchboard Train
68 2023-09-29 74 2 50 Switchboard Train
69 2023-09-29 74 3 50 Switchboard Val/Test
70 2023-09-29 74 4 47 Openwebtext Val/Test
71 2023-09-29 74 5 5 Switchboard Train
72 2023-09-29 74 6 20 Switchboard Train
73 2023-09-29 74 7 49 Switchboard Train
74 2023-09-29 74 9 35 Switchboard Train
75 2023-10-01 76 1 10 Switchboard Train
76 2023-10-01 76 2 49 Switchboard Train
77 2023-10-01 76 3 50 Switchboard Train
78 2023-10-01 76 4 50 Switchboard Train
79 2023-10-01 76 5 50 Switchboard Train
80 2023-10-01 76 6 49 Switchboard Train
81 2023-10-01 76 7 49 Switchboard Val/Test
82 2023-10-01 76 8 40 Openwebtext Val/Test
83 2023-10-06 81 1 50 Switchboard Train
84 2023-10-06 81 2 50 Switchboard Train
85 2023-10-06 81 3 10 50-Word Train
86 2023-10-06 81 4 50 Switchboard Train
87 2023-10-06 81 5 16 Switchboard Train
88 2023-10-06 81 6 30 Switchboard Val/Test
89 2023-10-06 81 7 43 Switchboard Val/Test
90 2023-10-08 83 1 50 Switchboard Train
91 2023-10-08 83 2 49 Switchboard Train
92 2023-10-08 83 3 20 Switchboard Train
93 2023-10-08 83 6 50 Switchboard Train
94 2023-10-08 83 7 50 Switchboard Train
95 2023-10-08 83 8 50 Switchboard Train
96 2023-10-08 83 10 15 Switchboard Train
97 2023-10-08 83 11 30 Openwebtext Val/Test
98 2023-10-08 83 12 15 Openwebtext Val/Test
99 2023-10-13 88 1 50 Switchboard Train
100 2023-10-13 88 2 40 Switchboard Train
101 2023-10-13 88 3 15 Switchboard Train
102 2023-10-13 88 4 50 Switchboard Train
103 2023-10-13 88 5 49 Switchboard Val/Test
104 2023-10-13 88 6 40 Random Val/Test
105 2023-10-15 90 1 49 Switchboard Train
106 2023-10-15 90 2 50 Switchboard Train
107 2023-10-15 90 5 50 Switchboard Train
108 2023-10-15 90 6 40 Switchboard Train
109 2023-10-15 90 8 50 Switchboard Train
110 2023-10-15 90 9 49 Switchboard Val/Test
111 2023-10-15 90 10 40 Openwebtext Val/Test
112 2023-10-20 95 1 48 Switchboard Train
113 2023-10-20 95 2 50 Switchboard Train
114 2023-10-20 95 3 18 Harvard Val/Test
115 2023-10-22 97 1 16 Switchboard Train
116 2023-10-22 97 2 50 Switchboard Train
117 2023-10-22 97 4 49 Freq words Train
118 2023-10-22 97 5 30 Harvard Val/Test
119 2023-10-22 97 6 14 Freq words Train
120 2023-10-22 97 7 50 Freq words Train
121 2023-10-22 97 9 50 Switchboard Val/Test
122 2023-11-03 109 1 50 Freq words Train
123 2023-11-03 109 3 50 Freq words Train
124 2023-11-03 109 4 49 Freq words Train
125 2023-11-03 109 5 50 Harvard Val/Test
126 2023-11-03 109 6 50 Switchboard Val/Test
127 2023-11-04 110 1 50 Freq words Train
128 2023-11-04 110 2 30 Freq words Train
129 2023-11-04 110 4 30 Freq words Val/Test
130 2023-11-17 123 1 50 Freq words Train
131 2023-11-17 123 2 50 Freq words Train
132 2023-11-17 123 3 50 Freq words Val/Test
133 2023-11-19 125 2 50 Freq words Train
134 2023-11-19 125 3 10 Freq words Train
135 2023-11-19 125 4 40 Freq words Val/Test
136 2023-11-26 132 1 25 Freq words Train
137 2023-11-26 132 2 24 Freq words Train
138 2023-11-26 132 3 49 Freq words Train
139 2023-11-26 132 5 50 Freq words Train
140 2023-11-26 132 6 50 Freq words Train
141 2023-11-26 132 7 39 Random Val/Test
142 2023-11-26 132 9 50 Freq words Val/Test
143 2023-12-03 139 1 50 Freq words Train
144 2023-12-03 139 2 30 Freq words Train
145 2023-12-03 139 4 48 Switchboard Val/Test
146 2023-12-03 139 5 49 Freq words Train
147 2023-12-03 139 6 49 Freq words Train
148 2023-12-03 139 7 50 Freq words Train
149 2023-12-03 139 8 20 Freq words Val/Test
150 2023-12-08 144 1 50 Freq words Train
151 2023-12-08 144 2 20 Freq words Train
152 2023-12-08 144 3 10 Freq words Train
153 2023-12-08 144 4 20 Freq words Train
154 2023-12-08 144 6 50 Freq words Train
155 2023-12-08 144 7 49 Freq words Train
156 2023-12-08 144 8 50 Freq words Val/Test
157 2023-12-08 144 9 50 Freq words Val/Test
158 2023-12-10 146 1 50 Freq words Train
159 2023-12-10 146 3 50 Freq words Train
160 2023-12-10 146 6 50 Freq words Train
161 2023-12-10 146 7 50 Freq words Val/Test
162 2023-12-17 153 1 50 Freq words Train
163 2023-12-17 153 2 50 Freq words Train
164 2023-12-17 153 10 35 Freq words Train
165 2023-12-17 153 11 50 Freq words Val/Test
166 2023-12-29 165 1 50 Freq words Train
167 2023-12-29 165 2 50 Freq words Train
168 2023-12-29 165 3 48 Freq words Train
169 2023-12-29 165 4 50 Switchboard Val/Test
170 2023-12-29 165 5 50 Freq words Val/Test
171 2023-12-29 165 7 50 Freq words Train
172 2024-02-25 223 1 49 Switchboard Train
173 2024-02-25 223 3 47 Switchboard Train
174 2024-02-25 223 4 50 Switchboard Train
175 2024-02-25 223 5 47 Switchboard Train
176 2024-02-25 223 6 47 Switchboard Val/Test
177 2024-03-03 230 1 19 Switchboard Train
178 2024-03-03 230 3 50 50-Word Train
179 2024-03-03 230 6 50 50-Word Train
180 2024-03-03 230 11 50 50-Word Train
181 2024-03-03 230 13 50 50-Word Train
182 2024-03-08 235 1 18 Switchboard Train
183 2024-03-08 235 3 48 Switchboard Train
184 2024-03-08 235 6 48 Switchboard Train
185 2024-03-08 235 7 49 Switchboard Train
186 2024-03-08 235 8 49 Switchboard Val/Test
187 2024-03-15 242 1 49 Switchboard Train
188 2024-03-15 242 3 50 Switchboard Train
189 2024-03-15 242 4 47 Switchboard Train
190 2024-03-15 242 5 48 Switchboard Train
191 2024-03-15 242 6 37 Switchboard Train
192 2024-03-15 242 7 49 Switchboard Val/Test
193 2024-03-15 242 9 49 Switchboard Val/Test
194 2024-03-17 244 1 50 Switchboard Train
195 2024-03-17 244 3 49 Switchboard Train
196 2024-03-17 244 4 48 Switchboard Train
197 2024-03-17 244 5 50 Switchboard Train
198 2024-03-17 244 6 47 Switchboard Val/Test
199 2024-03-17 244 7 50 Switchboard Val/Test
200 2024-03-17 244 8 49 Switchboard Train
201 2024-04-25 283 2 14 Switchboard Train
202 2024-04-25 283 4 50 50-Word Train
203 2024-04-25 283 5 50 50-Word Train
204 2024-04-25 283 7 50 50-Word Train
205 2024-04-25 283 9 50 50-Word Train
206 2024-04-25 283 11 50 50-Word Train
207 2024-04-25 283 12 50 50-Word Train
208 2024-04-25 283 14 50 50-Word Train
209 2024-04-28 286 1 50 50-Word Train
210 2024-04-28 286 2 50 50-Word Train
211 2024-04-28 286 10 50 50-Word Train
212 2024-05-10 298 1 10 Switchboard Train
213 2024-05-10 298 5 50 Switchboard Train
214 2024-05-10 298 6 50 Switchboard Train
215 2024-05-10 298 7 50 Switchboard Val/Test
216 2024-06-14 333 1 10 Switchboard Train
217 2024-06-14 333 9 20 Switchboard Train
218 2024-06-14 333 11 50 Switchboard Train
219 2024-06-14 333 12 50 Switchboard Val/Test
220 2024-07-19 368 1 10 Switchboard Train
221 2024-07-19 368 4 15 Switchboard Train
222 2024-07-19 368 6 50 Switchboard Train
223 2024-07-19 368 7 48 Switchboard Train
224 2024-07-19 368 8 47 Switchboard Train
225 2024-07-19 368 9 48 Switchboard Val/Test
226 2024-07-19 368 10 49 Switchboard Val/Test
227 2024-07-21 370 1 20 Switchboard Train
228 2024-07-21 370 3 46 Switchboard Train
229 2024-07-21 370 4 46 Switchboard Train
230 2024-07-21 370 5 49 Switchboard Train
231 2024-07-21 370 6 50 Switchboard Val/Test
232 2024-07-21 370 7 47 Switchboard Val/Test
233 2024-07-28 377 1 15 Switchboard Train
234 2024-07-28 377 3 49 Switchboard Train
235 2024-07-28 377 4 49 Switchboard Train
236 2024-07-28 377 5 50 Switchboard Train
237 2024-07-28 377 6 49 Switchboard Val/Test
238 2024-07-28 377 7 48 Switchboard Val/Test
239 2025-01-10 543 1 20 Switchboard Train
240 2025-01-10 543 5 49 Switchboard Train
241 2025-01-10 543 7 47 Switchboard Train
242 2025-01-10 543 8 47 Switchboard Val/Test
243 2025-01-12 545 1 20 Switchboard Train
244 2025-01-12 545 3 50 Switchboard Train
245 2025-01-12 545 4 48 Switchboard Train
246 2025-01-12 545 5 50 Switchboard Train
247 2025-01-12 545 6 48 Switchboard Val/Test
248 2025-01-12 545 7 47 Switchboard Val/Test
249 2025-03-14 606 2 10 Switchboard Train
250 2025-03-14 606 4 25 Switchboard Val/Test
251 2025-03-14 606 6 25 Switchboard Val/Test
252 2025-03-14 606 7 25 Switchboard Train
253 2025-03-14 606 8 24 Switchboard Train
254 2025-03-16 608 1 19 Switchboard Train
255 2025-03-16 608 3 50 Switchboard Train
256 2025-03-16 608 4 49 Switchboard Train
257 2025-03-16 608 5 48 Switchboard Val/Test
258 2025-03-30 622 3 20 Switchboard Train
259 2025-03-30 622 6 48 Switchboard Train
260 2025-03-30 622 8 48 Switchboard Train
261 2025-03-30 622 10 47 Switchboard Val/Test
262 2025-03-30 622 12 49 Switchboard Train
263 2025-03-30 622 13 48 Switchboard Val/Test
264 2025-04-13 636 2 20 Switchboard Train
265 2025-04-13 636 7 50 Switchboard Train
266 2025-04-13 636 8 50 Switchboard Val/Test