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FB negotiation dataset experiments

Model training:

python run_experiment.py --run_dir runs/repro \
                         --learner SupervisedLearner \
                         --train_file data/selection_repro_train.jsons \
                         --validation_file data/selection_repro_val.jsons \
                         --eval_file data/selection_repro_test.jsons \
                         --metrics response_log_likelihood_bits \
                                   response_perplexity \
                                   response_token_perplexity_micro \
                                   selection_log_likelihood_bits \
                                   selection_accuracy \
                                   selection_perplexity

Self-play dialogue simulation:

python repl.py --run_dir runs/sim_repro \
               --agent_a FBReproAgent --agent_b FBReproAgent \
               --load_a runs/repro/model.pkl --load_b runs/repro/model.pkl \
               --contexts data/selfplay.txt

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