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README.md
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README.md
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# Project
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# LM-BFF (**B**etter **F**ew-shot **F**ine-tuning of **L**anguage **M**odels)
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> This repo has been populated by an initial template to help get you started. Please
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> make sure to update the content to build a great experience for community-building.
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This is the implementation of the paper [Making Pre-trained Language Models Better Few-shot Learners](https://arxiv.org/pdf/2012.15723.pdf). LM-BFF is short for **b**etter **f**ew-shot **f**ine-tuning of **l**anguage **m**odels.
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As the maintainer of this project, please make a few updates:
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## Quick links
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- Improving this README.MD file to provide a great experience
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- Updating SUPPORT.MD with content about this project's support experience
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- Understanding the security reporting process in SECURITY.MD
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- Remove this section from the README
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* [Overview](#overview)
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* [Requirements](#requirements)
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* [Prepare the data](#prepare-the-data)
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* [Run the model](#run-lm-bff)
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* [Quick start](#quick-start)
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* [Citation](#citation)
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## Contributing
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This project welcomes contributions and suggestions. Most contributions require you to agree to a
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Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us
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the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.
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## Overview
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When you submit a pull request, a CLA bot will automatically determine whether you need to provide
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a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions
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provided by the bot. You will only need to do this once across all repos using our CLA.
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This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
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For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or
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contact [opencode@microsoft.com](mailto:opencode@microsoft.com) with any additional questions or comments.
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In this work we present LM-BFF, a suite of simple and complementary techniques for fine-tuning pre-trained language models on a small number of training examples. Our approach includes:
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## Trademarks
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1. Prompt-based fine-tuning together with a novel pipeline for automating prompt generation.
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2. A refined strategy for incorporating demonstrations into context.
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This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft
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trademarks or logos is subject to and must follow
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[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general).
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Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.
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Any use of third-party trademarks or logos are subject to those third-party's policies.
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You can find more details of this work in our [paper](https://arxiv.org/pdf/2012.15723.pdf).
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## Requirements
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To run our code, please install all the dependency packages by using the following command and update the transformers package to include Deberta model:
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```
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pip install -r requirements.txt
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pip install git+https://github.com/huggingface/transformers
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```
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**NOTE**: Different versions of packages (like `pytorch`, `transformers`, etc.) may lead to different results from the paper. However, the trend should still hold no matter what versions of packages you use.
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## Prepare the data
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We pack the original datasets (SST-2, SST-5, MR, CR, MPQA, Subj, TREC, CoLA, MNLI, SNLI, QNLI, RTE, MRPC, QQP, STS-B) [here](https://nlp.cs.princeton.edu/projects/lm-bff/datasets.tar). Please download it and extract the files to `./data/original`, or run the following commands:
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```bash
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cd data
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bash download_dataset.sh
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```
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Then use the following command (in the root directory) to generate the few-shot data we need:
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```bash
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python tools/generate_k_shot_data.py
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```
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See `tools/generate_k_shot_data.py` for more options. For results in the paper, we use the default options: we take `K=16` and take 5 different seeds of 13, 21, 42, 87, 100. The few-shot data will be generated to `data/k-shot`. In the directory of each dataset, there will be folders named as `$K-$SEED` indicating different dataset samples. You can use the following command to check whether the generated data are exactly the same as ours:
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```bash
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cd data/k-shot
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md5sum -c checksum
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```
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**NOTE**: During training, the model will generate/load cache files in the data folder. If your data have changed, make sure to clean all the cache files (starting with "cache").
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## Run LM-BFF
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### Quick start
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Our code is built on [transformers](https://github.com/huggingface/transformers).
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Most arguments are inherited from `transformers` and are easy to understand. We further explain some of the LM-BFF's arguments:
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* `few_shot_type`: There are three modes
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* `finetune`: Standard fine-tuning
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* `prompt`: Prompt-based fine-tuning.
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* `prompt-demo`: Prompt-based fine-tuning with demonstrations.
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* `num_k`: Number of training instances for each class. We take `num_k`=16 in our paper. This argument is mainly used for indexing logs afterwards (because the training example numbers are actually decided by the data split you use).
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* `template`: Template for prompt-based fine-tuning. We will introduce the template format later.
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* `mapping`: Label word mapping for prompt-based fine-tuning. It is a string of dictionary indicating the mapping from label names to label words. **NOTE**: For RoBERTa, the model will automatically add space before the word. See the paper appendix for details.
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* `num_sample`: When using demonstrations during inference, the number of samples for each input query. Say `num_sample`=16, then we sample 16 different sets of demonstrations for one input, do the forward seperately, and average the logits for all 16 samples as the final prediction.
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* `CT`: Contrasting learning. CT=0 indicates no contrasting learning and 1 indicates contrasting learning for labeled data, 2 indicates contrasting learning for pseudo-labeled data.
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* `OPT`: Unlabled data selection option. confidence means filter unlabeled data based on confidence values and meta_st is based meat-learning.
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* `SOFT_LABEL`: Use soft label or not. 1 indicates using soft labeles
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* `SEMI`:Use semi-supervised learning or not.
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* `ADV`: Option for adversarial training. 0 indicates no adv training, 1 is using adv training for labeled data and 2 is using adv training for unlabeled data with data selection, 3 is using adv training for both of labeled data and unlabled data.
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* `hybrid`: Option for using CLS and Prompt-based together. 0 is to turn off hybrid training.
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To easily run our experiments, you can also use `run_MNLI.sh` (this command runs prompt-based fine-tuning with demonstrations, no filtering, manual prompt):
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```bash
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TAG=exp TYPE=prompt-demo TASK=MNLI BS=4 LR=1e-5 MODEL=roberta-base CT=0 hybrid=0 OPT=confidence SOFT_LABEL=0 SEMI=0 ADV=1 GPU=0 bash run_MNLI.sh
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```
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## Bugs or questions?
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If you have any questions related to the code or the paper, feel free to email Tianyu (`tianyug@cs.princeton.edu`). If you encounter any problems when using the code, or want to report a bug, you can open an issue. Please try to specify the problem with details so we can help you better and quicker!
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## Citation
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Please cite our paper if you use LM-BFF in your work:
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```
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@article{gao2020making,
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title={Making Pre-trained Language Models Better Few-shot Learners},
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author={Gao, Tianyu and Fisch, Adam and Chen, Danqi},
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journal={arXiv preprint arXiv:2012.15723},
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year={2020}
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}
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```
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{"0": "done", "1": "fiction"}
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{"0": "over", "1": "weird"}
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{"0": "unexpected", "1": "common"}
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{"0": "sick", "1": "science"}
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{"0": "now", "1": "special"}
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{"0": "outrageous", "1": "problematic"}
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{"0": "done", "1": "telling"}
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{"0": "done", "1": "problematic"}
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||||
{"0": "one", "1": "boring"}
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||||
{"0": "over", "1": "confusing"}
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{"0": "now", "1": "strange"}
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{"0": "now", "1": "cool"}
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{"0": "on", "1": "mine"}
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{"0": "today", "1": "old"}
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{"0": "done", "1": "common"}
|
||||
{"0": "over", "1": "gold"}
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{"0": "unfair", "1": "science"}
|
||||
{"0": "now", "1": "intentional"}
|
||||
{"0": "nothing", "1": "fiction"}
|
||||
{"0": "hysterical", "1": "astounding"}
|
||||
{"0": "now", "1": "fiction"}
|
||||
{"0": "shocking", "1": "common"}
|
||||
{"0": "now", "1": "typical"}
|
||||
{"0": "this", "1": "fascinating"}
|
||||
{"0": "over", "1": "fiction"}
|
||||
{"0": "incredible", "1": "unusual"}
|
||||
{"0": "done", "1": "odd"}
|
||||
{"0": "fake", "1": "fiction"}
|
||||
{"0": "over", "1": "strange"}
|
||||
|
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@ -0,0 +1,100 @@
|
|||
{"0": "us", "1": "art"}
|
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{"0": "irrelevant", "1": "elementary"}
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||||
{"0": "over", "1": "cool"}
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||||
{"0": "unfair", "1": "science"}
|
||||
{"0": "now", "1": "strange"}
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||||
{"0": "now", "1": "natural"}
|
||||
{"0": "unlikely", "1": "common"}
|
||||
{"0": "over", "1": "everywhere"}
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||||
{"0": "irrelevant", "1": "fiction"}
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||||
{"0": "now", "1": "fiction"}
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{"0": "irrelevant", "1": "epic"}
|
||||
{"0": "unacceptable", "1": "natural"}
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{"contradiction": "Nope", "entailment": "Absolutely", "neutral": "Probably"}
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@ -0,0 +1,100 @@
|
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|||
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|
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{"contradiction": "Meanwhile", "entailment": "Again", "neutral": "Presumably"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Again", "neutral": "Probably"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Specifically"}
|
||||
{"contradiction": "Second", "entailment": "Exactly", "neutral": "Likely"}
|
||||
{"contradiction": "Second", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "So", "neutral": "Clearly"}
|
||||
{"contradiction": "Plus", "entailment": "There", "neutral": "Sadly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Probably"}
|
||||
{"contradiction": "Second", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Below", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Later", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Hopefully"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Hopefully"}
|
||||
{"contradiction": "Inside", "entailment": "There", "neutral": "Hopefully"}
|
||||
{"contradiction": "Instead", "entailment": "Yeah", "neutral": "Apparently"}
|
||||
{"contradiction": "Next", "entailment": "Suddenly", "neutral": "Hopefully"}
|
||||
{"contradiction": "And", "entailment": "Again", "neutral": "Presumably"}
|
||||
{"contradiction": "Next", "entailment": "YES", "neutral": "Probably"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Maybe"}
|
||||
{"contradiction": "Likewise", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Likewise", "entailment": "Exactly", "neutral": "Likely"}
|
||||
{"contradiction": "Furthermore", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Presumably"}
|
||||
{"contradiction": "Worse", "entailment": "Therefore", "neutral": "Mostly"}
|
||||
{"contradiction": "Next", "entailment": "Sure", "neutral": "Perhaps"}
|
||||
{"contradiction": "Otherwise", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Ironically"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Perhaps"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Clearly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Wow", "neutral": "Clearly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Perhaps"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Indeed", "neutral": "Presumably"}
|
||||
{"contradiction": "Inside", "entailment": "Today", "neutral": "Probably"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Luckily"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Exactly"}
|
||||
{"contradiction": "Heck", "entailment": "YES", "neutral": "Hopefully"}
|
||||
{"contradiction": "Then", "entailment": "Sure", "neutral": "Clearly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "So", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Thus", "neutral": "Likely"}
|
||||
{"contradiction": "Likewise", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Sadly"}
|
||||
{"contradiction": "Inside", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Mostly"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Therefore", "neutral": "Sadly"}
|
||||
{"contradiction": "Likewise", "entailment": "Sometimes", "neutral": "Sadly"}
|
||||
{"contradiction": "Next", "entailment": "So", "neutral": "Perhaps"}
|
||||
{"contradiction": "Alternatively", "entailment": "Fine", "neutral": "Typically"}
|
||||
{"contradiction": "Likewise", "entailment": "True", "neutral": "Likely"}
|
||||
{"contradiction": "And", "entailment": "There", "neutral": "Likely"}
|
||||
{"contradiction": "Moreover", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Still", "neutral": "Possibly"}
|
||||
{"contradiction": "Likewise", "entailment": "Eventually", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Hopefully"}
|
||||
{"contradiction": "Second", "entailment": "Normally", "neutral": "Sadly"}
|
||||
{"contradiction": "Likewise", "entailment": "Still", "neutral": "Sadly"}
|
||||
{"contradiction": "Alternatively", "entailment": "Usually", "neutral": "Probably"}
|
||||
{"contradiction": "Second", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Hopefully"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Alas"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Anyway", "neutral": "Probably"}
|
||||
{"contradiction": "Moreover", "entailment": "Therefore", "neutral": "Sadly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Probably"}
|
||||
{"contradiction": "Otherwise", "entailment": "Usually", "neutral": "Presumably"}
|
||||
{"contradiction": "Later", "entailment": "Sometimes", "neutral": "Sadly"}
|
||||
{"contradiction": "Likewise", "entailment": "Suddenly", "neutral": "Thankfully"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Hopefully"}
|
||||
{"contradiction": "Likewise", "entailment": "True", "neutral": "Sadly"}
|
||||
{"contradiction": "Furthermore", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Likewise", "entailment": "Still", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Still", "neutral": "Thankfully"}
|
||||
{"contradiction": "Likewise", "entailment": "Currently", "neutral": "Likely"}
|
||||
{"contradiction": "Moreover", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Definitely"}
|
||||
{"contradiction": "Otherwise", "entailment": "Normally", "neutral": "Mostly"}
|
||||
{"contradiction": "Worse", "entailment": "True", "neutral": "Definitely"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Unfortunately"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Thankfully"}
|
||||
|
|
@ -0,0 +1,100 @@
|
|||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Thus", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Presumably"}
|
||||
{"contradiction": "Second", "entailment": "Thus", "neutral": "Likely"}
|
||||
{"contradiction": "Moreover", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Maybe"}
|
||||
{"contradiction": "Plus", "entailment": "Sometimes", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Surely"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Sadly"}
|
||||
{"contradiction": "Likewise", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Sometimes", "neutral": "Maybe"}
|
||||
{"contradiction": "Next", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Likewise", "entailment": "Exactly", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Next", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Likely"}
|
||||
{"contradiction": "Second", "entailment": "Normally", "neutral": "Mostly"}
|
||||
{"contradiction": "Moreover", "entailment": "Therefore", "neutral": "Sadly"}
|
||||
{"contradiction": "Furthermore", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Thankfully"}
|
||||
{"contradiction": "Inside", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Again", "neutral": "Presumably"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Again", "neutral": "Probably"}
|
||||
{"contradiction": "Later", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Specifically"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Mostly"}
|
||||
{"contradiction": "Likewise", "entailment": "Therefore", "neutral": "Sadly"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Definitely"}
|
||||
{"contradiction": "Second", "entailment": "Exactly", "neutral": "Likely"}
|
||||
{"contradiction": "Second", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Presumably"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Probably"}
|
||||
{"contradiction": "And", "entailment": "There", "neutral": "Possibly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Maybe"}
|
||||
{"contradiction": "Worse", "entailment": "Therefore", "neutral": "Mostly"}
|
||||
{"contradiction": "Alternatively", "entailment": "Usually", "neutral": "Probably"}
|
||||
{"contradiction": "Plus", "entailment": "There", "neutral": "Possibly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "So", "neutral": "Clearly"}
|
||||
{"contradiction": "Next", "entailment": "Sure", "neutral": "Perhaps"}
|
||||
{"contradiction": "Otherwise", "entailment": "Usually", "neutral": "Presumably"}
|
||||
{"contradiction": "Likewise", "entailment": "Sometimes", "neutral": "Sadly"}
|
||||
{"contradiction": "Later", "entailment": "Sometimes", "neutral": "Sadly"}
|
||||
{"contradiction": "Plus", "entailment": "There", "neutral": "Sadly"}
|
||||
{"contradiction": "Next", "entailment": "So", "neutral": "Perhaps"}
|
||||
{"contradiction": "Alternatively", "entailment": "Fine", "neutral": "Typically"}
|
||||
{"contradiction": "Likewise", "entailment": "Suddenly", "neutral": "Thankfully"}
|
||||
{"contradiction": "Second", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Otherwise", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Worse", "entailment": "True", "neutral": "Definitely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Probably"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Ironically"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Again", "neutral": "Basically"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Perhaps"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Maybe"}
|
||||
{"contradiction": "Heck", "entailment": "Sure", "neutral": "Hopefully"}
|
||||
{"contradiction": "Likewise", "entailment": "True", "neutral": "Sadly"}
|
||||
{"contradiction": "Likewise", "entailment": "True", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Sure", "neutral": "Clearly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Hopefully"}
|
||||
{"contradiction": "Second", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "And", "entailment": "There", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Wow", "neutral": "Clearly"}
|
||||
{"contradiction": "Likewise", "entailment": "yes", "neutral": "Likely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Finally", "neutral": "Perhaps"}
|
||||
{"contradiction": "Below", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Later", "entailment": "Suddenly", "neutral": "Possibly"}
|
||||
{"contradiction": "Moreover", "entailment": "Therefore", "neutral": "Likely"}
|
||||
{"contradiction": "Furthermore", "entailment": "Normally", "neutral": "Definitely"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Indeed", "neutral": "Presumably"}
|
||||
{"contradiction": "Likewise", "entailment": "Normally", "neutral": "Unfortunately"}
|
||||
{"contradiction": "Inside", "entailment": "Today", "neutral": "Probably"}
|
||||
{"contradiction": "Meanwhile", "entailment": "Right", "neutral": "Hopefully"}
|
||||
{"contradiction": "Plus", "entailment": "Sometimes", "neutral": "Hopefully"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Alas"}
|
||||
{"contradiction": "Plus", "entailment": "Still", "neutral": "Possibly"}
|
||||
{"contradiction": "Likewise", "entailment": "Still", "neutral": "Likely"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Luckily"}
|
||||
{"contradiction": "Plus", "entailment": "Still", "neutral": "Thankfully"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Hopefully"}
|
||||
{"contradiction": "Inside", "entailment": "There", "neutral": "Hopefully"}
|
||||
{"contradiction": "Worse", "entailment": "Fine", "neutral": "Exactly"}
|
||||
{"contradiction": "Likewise", "entailment": "Eventually", "neutral": "Likely"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Thankfully"}
|
||||
{"contradiction": "Instead", "entailment": "Yeah", "neutral": "Apparently"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Hopefully"}
|
||||
{"contradiction": "Plus", "entailment": "Suddenly", "neutral": "Likely"}
|
||||
{"contradiction": "Next", "entailment": "Suddenly", "neutral": "Hopefully"}
|
||||
{"contradiction": "And", "entailment": "Again", "neutral": "Presumably"}
|
||||
{"contradiction": "Likewise", "entailment": "Currently", "neutral": "Likely"}
|
||||
{"contradiction": "Heck", "entailment": "YES", "neutral": "Hopefully"}
|
||||
{"contradiction": "Second", "entailment": "Normally", "neutral": "Sadly"}
|
||||
{"contradiction": "Then", "entailment": "Sure", "neutral": "Clearly"}
|
||||
{"contradiction": "Meanwhile", "entailment": "So", "neutral": "Probably"}
|
||||
{"contradiction": "Otherwise", "entailment": "Normally", "neutral": "Mostly"}
|
||||
{"contradiction": "Likewise", "entailment": "Still", "neutral": "Sadly"}
|
||||
{"contradiction": "Next", "entailment": "YES", "neutral": "Probably"}
|
||||
{"contradiction": "Plus", "entailment": "Anyway", "neutral": "Probably"}
|
||||
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