transformers pytorch roberta fill-mask generated_from_trainer base_model:cardiffnlp/twitter-roberta-base-2019-90m license:mit autotrain_compatible endpoints_compatible region:us
---
license: mit
base_model: cardiffnlp/twitter-roberta-base-2019-90m
tags:
- generated_from_trainer
model-index:
- name: 2020-Q4-75p-filtered-random
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# 2020-Q4-75p-filtered-random

This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-2019-90m](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 2.2679

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 4.1e-07
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 2400000

### Training results

| Training Loss | Epoch | Step    | Validation Loss |
|:-------------:|:-----:|:-------:|:---------------:|
| No log        | 0.07  | 8000    | 2.5786          |
| 2.8197        | 0.13  | 16000   | 2.4788          |
| 2.8197        | 0.2   | 24000   | 2.4343          |
| 2.5564        | 0.27  | 32000   | 2.4143          |
| 2.5564        | 0.34  | 40000   | 2.3826          |
| 2.4967        | 0.4   | 48000   | 2.3655          |
| 2.4967        | 0.47  | 56000   | 2.3450          |
| 2.476         | 0.54  | 64000   | 2.3501          |
| 2.476         | 0.61  | 72000   | 2.3315          |
| 2.4525        | 0.67  | 80000   | 2.3286          |
| 2.4525        | 0.74  | 88000   | 2.3278          |
| 2.445         | 0.81  | 96000   | 2.3187          |
| 2.445         | 0.88  | 104000  | 2.3113          |
| 2.438         | 0.94  | 112000  | 2.3129          |
| 2.438         | 1.01  | 120000  | 2.3161          |
| 2.4233        | 1.08  | 128000  | 2.3009          |
| 2.4233        | 1.15  | 136000  | 2.3072          |
| 2.4182        | 1.21  | 144000  | 2.3069          |
| 2.4182        | 1.28  | 152000  | 2.3060          |
| 2.418         | 1.35  | 160000  | 2.2963          |
| 2.418         | 1.41  | 168000  | 2.3017          |
| 2.4106        | 1.48  | 176000  | 2.2863          |
| 2.4106        | 1.55  | 184000  | 2.2871          |
| 2.4093        | 1.62  | 192000  | 2.2870          |
| 2.4093        | 1.68  | 200000  | 2.2845          |
| 2.4124        | 1.75  | 208000  | 2.2971          |
| 2.4124        | 1.82  | 216000  | 2.2833          |
| 2.4031        | 1.89  | 224000  | 2.2866          |
| 2.4031        | 1.95  | 232000  | 2.2833          |
| 2.4056        | 2.02  | 240000  | 2.2877          |
| 2.4056        | 2.09  | 248000  | 2.2789          |
| 2.4035        | 2.16  | 256000  | 2.2872          |
| 2.4035        | 2.22  | 264000  | 2.2771          |
| 2.4068        | 2.29  | 272000  | 2.2824          |
| 2.4068        | 2.36  | 280000  | 2.2681          |
| 2.4069        | 2.43  | 288000  | 2.2866          |
| 2.4069        | 2.49  | 296000  | 2.2838          |
| 2.4059        | 2.56  | 304000  | 2.2804          |
| 2.4059        | 2.63  | 312000  | 2.2757          |
| 2.3997        | 2.69  | 320000  | 2.2775          |
| 2.3997        | 2.76  | 328000  | 2.2693          |
| 2.4025        | 2.83  | 336000  | 2.2751          |
| 2.4025        | 2.9   | 344000  | 2.2686          |
| 2.399         | 2.96  | 352000  | 2.2784          |
| 2.399         | 3.03  | 360000  | 2.2782          |
| 2.3953        | 3.1   | 368000  | 2.2694          |
| 2.3953        | 3.17  | 376000  | 2.2638          |
| 2.4002        | 3.23  | 384000  | 2.2785          |
| 2.4002        | 3.3   | 392000  | 2.2785          |
| 2.4035        | 3.37  | 400000  | 2.2774          |
| 2.4035        | 3.44  | 408000  | 2.2736          |
| 2.3985        | 3.5   | 416000  | 2.2808          |
| 2.3985        | 3.57  | 424000  | 2.2672          |
| 2.3996        | 3.64  | 432000  | 2.2765          |
| 2.3996        | 3.71  | 440000  | 2.2748          |
| 2.4052        | 3.77  | 448000  | 2.2647          |
| 2.4052        | 3.84  | 456000  | 2.2776          |
| 2.4025        | 3.91  | 464000  | 2.2734          |
| 2.4025        | 3.97  | 472000  | 2.2588          |
| 2.4082        | 4.04  | 480000  | 2.2724          |
| 2.4082        | 4.11  | 488000  | 2.2740          |
| 2.3993        | 4.18  | 496000  | 2.2726          |
| 2.3993        | 4.24  | 504000  | 2.2827          |
| 2.4029        | 4.31  | 512000  | 2.2728          |
| 2.4029        | 4.38  | 520000  | 2.2833          |
| 2.407         | 4.45  | 528000  | 2.2636          |
| 2.407         | 4.51  | 536000  | 2.2689          |
| 2.4039        | 4.58  | 544000  | 2.2741          |
| 2.4039        | 4.65  | 552000  | 2.2715          |
| 2.3983        | 4.72  | 560000  | 2.2805          |
| 2.3983        | 4.78  | 568000  | 2.2744          |
| 2.3974        | 4.85  | 576000  | 2.2678          |
| 2.3974        | 4.92  | 584000  | 2.2723          |
| 2.388         | 4.99  | 592000  | 2.2655          |
| 2.388         | 5.05  | 600000  | 2.2716          |
| 2.3921        | 5.12  | 608000  | 2.2771          |
| 2.3921        | 5.19  | 616000  | 2.2760          |
| 2.3963        | 5.25  | 624000  | 2.2806          |
| 2.3963        | 5.32  | 632000  | 2.2697          |
| 2.3891        | 5.39  | 640000  | 2.2705          |
| 2.3891        | 5.46  | 648000  | 2.2708          |
| 2.3968        | 5.52  | 656000  | 2.2689          |
| 2.3968        | 5.59  | 664000  | 2.2651          |
| 2.3951        | 5.66  | 672000  | 2.2766          |
| 2.3951        | 5.73  | 680000  | 2.2717          |
| 2.3986        | 5.79  | 688000  | 2.2629          |
| 2.3986        | 5.86  | 696000  | 2.2624          |
| 2.3985        | 5.93  | 704000  | 2.2693          |
| 2.3985        | 6.0   | 712000  | 2.2632          |
| 2.4009        | 6.06  | 720000  | 2.2715          |
| 2.4009        | 6.13  | 728000  | 2.2654          |
| 2.4015        | 6.2   | 736000  | 2.2700          |
| 2.4015        | 6.27  | 744000  | 2.2673          |
| 2.3927        | 6.33  | 752000  | 2.2701          |
| 2.3927        | 6.4   | 760000  | 2.2666          |
| 2.3941        | 6.47  | 768000  | 2.2585          |
| 2.3941        | 6.53  | 776000  | 2.2679          |
| 2.393         | 6.6   | 784000  | 2.2624          |
| 2.393         | 6.67  | 792000  | 2.2706          |
| 2.4025        | 6.74  | 800000  | 2.2785          |
| 2.4025        | 6.8   | 808000  | 2.2658          |
| 2.3992        | 6.87  | 816000  | 2.2557          |
| 2.3992        | 6.94  | 824000  | 2.2581          |
| 2.4055        | 7.01  | 832000  | 2.2725          |
| 2.4055        | 7.07  | 840000  | 2.2608          |
| 2.3965        | 7.14  | 848000  | 2.2717          |
| 2.3965        | 7.21  | 856000  | 2.2643          |
| 2.4028        | 7.28  | 864000  | 2.2697          |
| 2.4028        | 7.34  | 872000  | 2.2691          |
| 2.3943        | 7.41  | 880000  | 2.2628          |
| 2.3943        | 7.48  | 888000  | 2.2630          |
| 2.3918        | 7.55  | 896000  | 2.2691          |
| 2.3918        | 7.61  | 904000  | 2.2778          |
| 2.3897        | 7.68  | 912000  | 2.2577          |
| 2.3897        | 7.75  | 920000  | 2.2690          |
| 2.3996        | 7.81  | 928000  | 2.2631          |
| 2.3996        | 7.88  | 936000  | 2.2606          |
| 2.4016        | 7.95  | 944000  | 2.2742          |
| 2.4016        | 8.02  | 952000  | 2.2705          |
| 2.3989        | 8.08  | 960000  | 2.2694          |
| 2.3989        | 8.15  | 968000  | 2.2676          |
| 2.3989        | 8.22  | 976000  | 2.2659          |
| 2.3989        | 8.29  | 984000  | 2.2676          |
| 2.3995        | 8.35  | 992000  | 2.2752          |
| 2.3995        | 8.42  | 1000000 | 2.2760          |
| 2.3958        | 8.49  | 1008000 | 2.2779          |
| 2.3958        | 8.56  | 1016000 | 2.2626          |
| 2.3962        | 8.62  | 1024000 | 2.2646          |
| 2.3962        | 8.69  | 1032000 | 2.2645          |
| 2.3966        | 8.76  | 1040000 | 2.2603          |
| 2.3966        | 8.83  | 1048000 | 2.2549          |
| 2.3934        | 8.89  | 1056000 | 2.2669          |
| 2.3934        | 8.96  | 1064000 | 2.2576          |
| 2.3918        | 9.03  | 1072000 | 2.2707          |
| 2.3918        | 9.09  | 1080000 | 2.2618          |
| 2.401         | 9.16  | 1088000 | 2.2680          |
| 2.401         | 9.23  | 1096000 | 2.2721          |
| 2.3938        | 9.3   | 1104000 | 2.2637          |
| 2.3938        | 9.36  | 1112000 | 2.2657          |
| 2.3982        | 9.43  | 1120000 | 2.2576          |
| 2.3982        | 9.5   | 1128000 | 2.2633          |
| 2.4006        | 9.57  | 1136000 | 2.2668          |
| 2.4006        | 9.63  | 1144000 | 2.2660          |
| 2.3971        | 9.7   | 1152000 | 2.2659          |
| 2.3971        | 9.77  | 1160000 | 2.2723          |
| 2.4004        | 9.84  | 1168000 | 2.2627          |
| 2.4004        | 9.9   | 1176000 | 2.2708          |
| 2.3903        | 9.97  | 1184000 | 2.2576          |
| 2.3903        | 10.04 | 1192000 | 2.2625          |
| 2.3909        | 10.11 | 1200000 | 2.2543          |
| 2.3909        | 10.17 | 1208000 | 2.2595          |
| 2.4004        | 10.24 | 1216000 | 2.2561          |
| 2.4004        | 10.31 | 1224000 | 2.2607          |
| 2.3964        | 10.37 | 1232000 | 2.2606          |
| 2.3964        | 10.44 | 1240000 | 2.2635          |
| 2.4007        | 10.51 | 1248000 | 2.2623          |
| 2.4007        | 10.58 | 1256000 | 2.2696          |
| 2.3993        | 10.64 | 1264000 | 2.2700          |
| 2.3993        | 10.71 | 1272000 | 2.2731          |
| 2.4048        | 10.78 | 1280000 | 2.2701          |
| 2.4048        | 10.85 | 1288000 | 2.2701          |
| 2.3936        | 10.91 | 1296000 | 2.2706          |
| 2.3936        | 10.98 | 1304000 | 2.2596          |
| 2.3951        | 11.05 | 1312000 | 2.2812          |
| 2.3951        | 11.12 | 1320000 | 2.2523          |
| 2.39          | 11.18 | 1328000 | 2.2596          |
| 2.39          | 11.25 | 1336000 | 2.2723          |
| 2.393         | 11.32 | 1344000 | 2.2696          |
| 2.393         | 11.39 | 1352000 | 2.2614          |
| 2.3915        | 11.45 | 1360000 | 2.2687          |
| 2.3915        | 11.52 | 1368000 | 2.2567          |
| 2.405         | 11.59 | 1376000 | 2.2717          |
| 2.405         | 11.65 | 1384000 | 2.2733          |
| 2.3898        | 11.72 | 1392000 | 2.2680          |
| 2.3898        | 11.79 | 1400000 | 2.2627          |
| 2.3956        | 11.86 | 1408000 | 2.2689          |
| 2.3956        | 11.92 | 1416000 | 2.2669          |
| 2.4041        | 11.99 | 1424000 | 2.2610          |
| 2.4041        | 12.06 | 1432000 | 2.2689          |
| 2.3968        | 12.13 | 1440000 | 2.2749          |
| 2.3968        | 12.19 | 1448000 | 2.2640          |
| 2.4048        | 12.26 | 1456000 | 2.2602          |
| 2.4048        | 12.33 | 1464000 | 2.2698          |
| 2.4025        | 12.4  | 1472000 | 2.2545          |
| 2.4025        | 12.46 | 1480000 | 2.2685          |
| 2.3977        | 12.53 | 1488000 | 2.2623          |
| 2.3977        | 12.6  | 1496000 | 2.2679          |
| 2.3965        | 12.67 | 1504000 | 2.2505          |
| 2.3965        | 12.73 | 1512000 | 2.2708          |
| 2.3945        | 12.8  | 1520000 | 2.2655          |
| 2.3945        | 12.87 | 1528000 | 2.2672          |
| 2.3957        | 12.93 | 1536000 | 2.2698          |
| 2.3957        | 13.0  | 1544000 | 2.2661          |
| 2.3951        | 13.07 | 1552000 | 2.2635          |
| 2.3951        | 13.14 | 1560000 | 2.2597          |
| 2.4005        | 13.2  | 1568000 | 2.2575          |
| 2.4005        | 13.27 | 1576000 | 2.2648          |
| 2.394         | 13.34 | 1584000 | 2.2746          |
| 2.394         | 13.41 | 1592000 | 2.2722          |
| 2.4016        | 13.47 | 1600000 | 2.2567          |
| 2.4016        | 13.54 | 1608000 | 2.2599          |
| 2.392         | 13.61 | 1616000 | 2.2588          |
| 2.392         | 13.68 | 1624000 | 2.2644          |
| 2.3936        | 13.74 | 1632000 | 2.2668          |
| 2.3936        | 13.81 | 1640000 | 2.2447          |
| 2.3954        | 13.88 | 1648000 | 2.2502          |
| 2.3954        | 13.95 | 1656000 | 2.2737          |
| 2.3901        | 14.01 | 1664000 | 2.2701          |
| 2.3901        | 14.08 | 1672000 | 2.2632          |
| 2.3963        | 14.15 | 1680000 | 2.2661          |
| 2.3963        | 14.21 | 1688000 | 2.2628          |
| 2.4005        | 14.28 | 1696000 | 2.2606          |
| 2.4005        | 14.35 | 1704000 | 2.2578          |
| 2.3877        | 14.42 | 1712000 | 2.2674          |
| 2.3877        | 14.48 | 1720000 | 2.2631          |
| 2.3958        | 14.55 | 1728000 | 2.2675          |
| 2.3958        | 14.62 | 1736000 | 2.2752          |
| 2.3858        | 14.69 | 1744000 | 2.2623          |
| 2.3858        | 14.75 | 1752000 | 2.2577          |
| 2.403         | 14.82 | 1760000 | 2.2512          |
| 2.403         | 14.89 | 1768000 | 2.2610          |
| 2.3969        | 14.96 | 1776000 | 2.2597          |
| 2.3969        | 15.02 | 1784000 | 2.2748          |
| 2.4016        | 15.09 | 1792000 | 2.2632          |
| 2.4016        | 15.16 | 1800000 | 2.2650          |
| 2.4018        | 15.23 | 1808000 | 2.2669          |
| 2.4018        | 15.29 | 1816000 | 2.2525          |
| 2.3954        | 15.36 | 1824000 | 2.2497          |
| 2.3954        | 15.43 | 1832000 | 2.2744          |
| 2.396         | 15.49 | 1840000 | 2.2673          |
| 2.396         | 15.56 | 1848000 | 2.2637          |
| 2.3951        | 15.63 | 1856000 | 2.2615          |
| 2.3951        | 15.7  | 1864000 | 2.2644          |
| 2.4017        | 15.76 | 1872000 | 2.2656          |
| 2.4017        | 15.83 | 1880000 | 2.2682          |
| 2.3962        | 15.9  | 1888000 | 2.2592          |
| 2.3962        | 15.97 | 1896000 | 2.2643          |
| 2.3996        | 16.03 | 1904000 | 2.2648          |
| 2.3996        | 16.1  | 1912000 | 2.2706          |
| 2.3994        | 16.17 | 1920000 | 2.2700          |
| 2.3994        | 16.24 | 1928000 | 2.2627          |
| 2.3976        | 16.3  | 1936000 | 2.2592          |
| 2.3976        | 16.37 | 1944000 | 2.2606          |
| 2.3971        | 16.44 | 1952000 | 2.2588          |
| 2.3971        | 16.51 | 1960000 | 2.2607          |
| 2.3991        | 16.57 | 1968000 | 2.2692          |
| 2.3991        | 16.64 | 1976000 | 2.2548          |
| 2.3952        | 16.71 | 1984000 | 2.2572          |
| 2.3952        | 16.77 | 1992000 | 2.2626          |
| 2.4002        | 16.84 | 2000000 | 2.2680          |
| 2.4002        | 16.91 | 2008000 | 2.2690          |
| 2.3937        | 16.98 | 2016000 | 2.2523          |
| 2.3937        | 17.04 | 2024000 | 2.2700          |
| 2.3999        | 17.11 | 2032000 | 2.2652          |
| 2.3999        | 17.18 | 2040000 | 2.2671          |
| 2.3891        | 17.25 | 2048000 | 2.2700          |
| 2.3891        | 17.31 | 2056000 | 2.2589          |
| 2.397         | 17.38 | 2064000 | 2.2626          |
| 2.397         | 17.45 | 2072000 | 2.2607          |
| 2.3968        | 17.52 | 2080000 | 2.2663          |
| 2.3968        | 17.58 | 2088000 | 2.2637          |
| 2.3932        | 17.65 | 2096000 | 2.2623          |
| 2.3932        | 17.72 | 2104000 | 2.2673          |
| 2.3981        | 17.79 | 2112000 | 2.2547          |
| 2.3981        | 17.85 | 2120000 | 2.2598          |
| 2.3964        | 17.92 | 2128000 | 2.2690          |
| 2.3964        | 17.99 | 2136000 | 2.2619          |
| 2.3941        | 18.05 | 2144000 | 2.2558          |
| 2.3941        | 18.12 | 2152000 | 2.2659          |
| 2.3926        | 18.19 | 2160000 | 2.2552          |
| 2.3926        | 18.26 | 2168000 | 2.2671          |
| 2.399         | 18.32 | 2176000 | 2.2661          |
| 2.399         | 18.39 | 2184000 | 2.2591          |
| 2.3941        | 18.46 | 2192000 | 2.2568          |
| 2.3941        | 18.53 | 2200000 | 2.2588          |
| 2.3975        | 18.59 | 2208000 | 2.2631          |
| 2.3975        | 18.66 | 2216000 | 2.2655          |
| 2.3884        | 18.73 | 2224000 | 2.2628          |
| 2.3884        | 18.8  | 2232000 | 2.2656          |
| 2.399         | 18.86 | 2240000 | 2.2644          |
| 2.399         | 18.93 | 2248000 | 2.2608          |
| 2.4064        | 19.0  | 2256000 | 2.2561          |
| 2.4064        | 19.07 | 2264000 | 2.2680          |
| 2.3999        | 19.13 | 2272000 | 2.2703          |
| 2.3999        | 19.2  | 2280000 | 2.2624          |
| 2.398         | 19.27 | 2288000 | 2.2707          |
| 2.398         | 19.33 | 2296000 | 2.2646          |
| 2.4007        | 19.4  | 2304000 | 2.2659          |
| 2.4007        | 19.47 | 2312000 | 2.2710          |
| 2.3955        | 19.54 | 2320000 | 2.2720          |
| 2.3955        | 19.6  | 2328000 | 2.2569          |
| 2.3973        | 19.67 | 2336000 | 2.2641          |
| 2.3973        | 19.74 | 2344000 | 2.2633          |
| 2.4059        | 19.81 | 2352000 | 2.2622          |
| 2.4059        | 19.87 | 2360000 | 2.2539          |
| 2.3899        | 19.94 | 2368000 | 2.2665          |
| 2.3899        | 20.01 | 2376000 | 2.2629          |
| 2.4025        | 20.08 | 2384000 | 2.2551          |
| 2.4025        | 20.14 | 2392000 | 2.2546          |
| 2.3956        | 20.21 | 2400000 | 2.2620          |


### Framework versions

- Transformers 4.35.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.5
- Tokenizers 0.14.0
