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bigBird-base-fine-tuning-squad-B16R3-nobias

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  1. README.md +52 -0
  2. all_results.json +16 -0
  3. config.json +34 -0
  4. eval_nbest_predictions.json +0 -0
  5. eval_predictions.json +130 -0
  6. eval_results.json +9 -0
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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/bigbird-roberta-base
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: bigBird-base-fine-tuning-squad-B16R3-nobias
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # bigBird-base-fine-tuning-squad-B16R3-nobias
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+
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+ This model is a fine-tuned version of [google/bigbird-roberta-base](https://huggingface.co/google/bigbird-roberta-base) on an unknown dataset.
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 3e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 2.0
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+
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+ ### Training results
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+
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.43.0.dev0
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+ - Pytorch 1.12.1+cu113
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+ - Datasets 2.20.0
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+ - Tokenizers 0.19.1
all_results.json ADDED
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+ {
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+ "epoch": 2.0,
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+ "eval_exact_match": 89.84375,
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+ "eval_f1": 91.5327380952381,
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+ "eval_model_preparation_time": 0.0018,
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+ "eval_runtime": 9.9215,
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+ "eval_samples": 128,
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+ "eval_samples_per_second": 12.901,
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+ "eval_steps_per_second": 0.101,
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+ "total_flos": 3.864501390676132e+17,
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+ "train_loss": 0.05644623499482734,
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+ "train_runtime": 4615.1991,
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+ "train_samples": 87599,
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+ "train_samples_per_second": 37.961,
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+ "train_steps_per_second": 9.49
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+ }
config.json ADDED
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+ {
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+ "_name_or_path": "google/bigbird-roberta-base",
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+ "architectures": [
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+ "BigBirdForQuestionAnswering"
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+ ],
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+ "attention_probs_dropout_prob": 0.1,
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+ "attention_type": "block_sparse",
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+ "block_size": 16,
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+ "bos_token_id": 1,
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+ "classifier_dropout": null,
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+ "eos_token_id": 2,
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+ "gradient_checkpointing": false,
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+ "hidden_act": "gelu_new",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 768,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 3072,
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 4096,
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+ "model_type": "big_bird",
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+ "num_attention_heads": 12,
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+ "num_hidden_layers": 12,
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+ "num_random_blocks": 3,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "rescale_embeddings": false,
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+ "sep_token_id": 66,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.43.0.dev0",
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+ "type_vocab_size": 2,
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+ "use_bias": false,
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+ "use_cache": true,
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+ "vocab_size": 50358
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+ }
eval_nbest_predictions.json ADDED
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eval_predictions.json ADDED
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+ {
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+ "56be4db0acb8001400a502ec": " Denver Broncos",
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+ "56be4db0acb8001400a502ed": " Denver Broncos",
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+ "56be4db0acb8001400a502ee": " Levi's Stadium in the San Francisco Bay Area at Santa Clara, California",
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+ "56be4db0acb8001400a502ef": " Denver Broncos",
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+ "56be4db0acb8001400a502f0": " gold",
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+ "56be8e613aeaaa14008c90d1": "golden anniversary",
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+ "56be8e613aeaaa14008c90d2": " February 7, 2016",
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+ "56be8e613aeaaa14008c90d3": " American Football Conference",
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+ "56bea9923aeaaa14008c91b9": "golden anniversary",
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+ "56bea9923aeaaa14008c91ba": " American Football Conference",
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+ "56bea9923aeaaa14008c91bb": " February 7, 2016",
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+ "56beace93aeaaa14008c91df": " Denver Broncos",
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+ "56beace93aeaaa14008c91e0": " Levi's Stadium",
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+ "56beace93aeaaa14008c91e1": " San Francisco",
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+ "56beace93aeaaa14008c91e2": "Super Bowl L",
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+ "56beace93aeaaa14008c91e3": " 2015",
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+ "56bf10f43aeaaa14008c94fd": " 2016",
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+ "56bf10f43aeaaa14008c94fe": " San Francisco",
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+ "56bf10f43aeaaa14008c94ff": " Levi's Stadium",
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+ "56bf10f43aeaaa14008c9500": " 24\u201310",
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+ "56bf10f43aeaaa14008c9501": " February 7, 2016",
23
+ "56d20362e7d4791d009025e8": " 2015",
24
+ "56d20362e7d4791d009025e9": " Denver Broncos",
25
+ "56d20362e7d4791d009025ea": " Denver Broncos",
26
+ "56d20362e7d4791d009025eb": " Denver Broncos",
27
+ "56d600e31c85041400946eae": " 2015",
28
+ "56d600e31c85041400946eb0": " Denver Broncos",
29
+ "56d600e31c85041400946eb1": " Levi's Stadium in the San Francisco Bay Area at Santa Clara, California",
30
+ "56d9895ddc89441400fdb50e": "Super Bowl 50",
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+ "56d9895ddc89441400fdb510": " Denver Broncos",
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+ "56be4e1facb8001400a502f6": " Cam Newton",
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+ "56be4e1facb8001400a502f9": " eight",
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+ "56be4e1facb8001400a502fa": " 1995",
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+ "56beaa4a3aeaaa14008c91c2": " Arizona Cardinals",
36
+ "56beaa4a3aeaaa14008c91c3": " New England Patriots",
37
+ "56bead5a3aeaaa14008c91e9": " Arizona Cardinals",
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+ "56bead5a3aeaaa14008c91ea": " New England Patriots",
39
+ "56bead5a3aeaaa14008c91eb": " New England Patriots",
40
+ "56bead5a3aeaaa14008c91ec": " four",
41
+ "56bead5a3aeaaa14008c91ed": " Cam Newton",
42
+ "56bf159b3aeaaa14008c9507": " 15\u20131",
43
+ "56bf159b3aeaaa14008c9508": " Cam Newton",
44
+ "56bf159b3aeaaa14008c9509": " 12\u20134",
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+ "56bf159b3aeaaa14008c950a": " four",
46
+ "56bf159b3aeaaa14008c950b": " New England Patriots",
47
+ "56d2045de7d4791d009025f3": " Cam Newton",
48
+ "56d2045de7d4791d009025f4": " Arizona Cardinals",
49
+ "56d2045de7d4791d009025f5": " eight",
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+ "56d2045de7d4791d009025f6": " Arizona Cardinals",
51
+ "56d6017d1c85041400946ebe": " Cam Newton",
52
+ "56d6017d1c85041400946ec1": " Arizona Cardinals",
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+ "56d6017d1c85041400946ec2": " Arizona Cardinals",
54
+ "56d98a59dc89441400fdb52a": " Cam Newton",
55
+ "56d98a59dc89441400fdb52b": " Arizona Cardinals",
56
+ "56d98a59dc89441400fdb52e": " 1995",
57
+ "56be4eafacb8001400a50302": " Von Miller",
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+ "56be4eafacb8001400a50303": " two",
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+ "56be4eafacb8001400a50304": " Broncos",
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+ "56beab833aeaaa14008c91d2": " Von Miller",
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+ "56beab833aeaaa14008c91d3": " five",
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+ "56beab833aeaaa14008c91d4": " Newton",
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+ "56beae423aeaaa14008c91f4": " seven",
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+ "56beae423aeaaa14008c91f5": " Von Miller",
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+ "56beae423aeaaa14008c91f6": " three",
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+ "56beae423aeaaa14008c91f7": " two",
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+ "56bf17653aeaaa14008c9511": " Von Miller",
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+ "56bf17653aeaaa14008c9513": " linebacker",
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+ "56bf17653aeaaa14008c9514": " five",
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+ "56bf17653aeaaa14008c9515": " two",
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+ "56d204ade7d4791d00902603": " Von Miller",
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+ "56d204ade7d4791d00902604": " five",
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+ "56d601e41c85041400946ece": " seven",
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+ "56d601e41c85041400946ecf": " three",
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+ "56d601e41c85041400946ed0": " fumble",
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+ "56d601e41c85041400946ed1": " Von Miller",
77
+ "56d601e41c85041400946ed2": " linebacker",
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+ "56d98b33dc89441400fdb53b": " seven",
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+ "56d98b33dc89441400fdb53c": " three",
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+ "56d98b33dc89441400fdb53d": " Von Miller",
81
+ "56d98b33dc89441400fdb53e": " five",
82
+ "56be5333acb8001400a5030a": "CBS",
83
+ "56be5333acb8001400a5030b": " $5 million",
84
+ "56be5333acb8001400a5030c": " Coldplay",
85
+ "56be5333acb8001400a5030d": " Beyonc\u00e9 and Bruno Mars",
86
+ "56be5333acb8001400a5030e": " Super Bowl XLVIII",
87
+ "56beaf5e3aeaaa14008c91fd": "CBS",
88
+ "56beaf5e3aeaaa14008c91fe": " $5 million",
89
+ "56beaf5e3aeaaa14008c91ff": " Bruno Mars",
90
+ "56beaf5e3aeaaa14008c9200": " Bruno Mars",
91
+ "56beaf5e3aeaaa14008c9201": " Coldplay",
92
+ "56bf1ae93aeaaa14008c951b": "CBS",
93
+ "56bf1ae93aeaaa14008c951c": " $5 million",
94
+ "56bf1ae93aeaaa14008c951e": " Bruno Mars",
95
+ "56bf1ae93aeaaa14008c951f": " third",
96
+ "56d2051ce7d4791d00902608": "CBS",
97
+ "56d2051ce7d4791d00902609": " $5 million",
98
+ "56d2051ce7d4791d0090260a": " Coldplay",
99
+ "56d2051ce7d4791d0090260b": " Beyonc\u00e9 and Bruno Mars",
100
+ "56d602631c85041400946ed8": "CBS",
101
+ "56d602631c85041400946eda": " Coldplay",
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+ "56d602631c85041400946edb": " Beyonc\u00e9 and Bruno Mars",
103
+ "56d602631c85041400946edc": " Super Bowl XLVII",
104
+ "56d98c53dc89441400fdb544": " $5 million",
105
+ "56d98c53dc89441400fdb545": " Coldplay",
106
+ "56d98c53dc89441400fdb546": " Beyonc\u00e9 and Bruno Mars",
107
+ "56d98c53dc89441400fdb548": " Bruno Mars",
108
+ "56be53b8acb8001400a50314": " Roger Goodell",
109
+ "56be53b8acb8001400a50315": " 50th",
110
+ "56be53b8acb8001400a50316": " 2012",
111
+ "56beafca3aeaaa14008c9207": " Roger Goodell",
112
+ "56beafca3aeaaa14008c9208": " early 2012",
113
+ "56bf42f53aeaaa14008c95a3": " Roger Goodell",
114
+ "56d2053ae7d4791d00902610": " Roger Goodell",
115
+ "56d6edd00d65d21400198250": " Roger Goodell",
116
+ "56d6edd00d65d21400198251": "an important game for us as a league\".",
117
+ "56d98d0adc89441400fdb54e": "spectacular",
118
+ "56d98d0adc89441400fdb54f": " 2012",
119
+ "56be5438acb8001400a5031a": " Mercedes-Benz Superdome",
120
+ "56be5438acb8001400a5031b": " Mercedes-Benz Superdome",
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+ "56be5438acb8001400a5031c": " Levi's Stadium",
122
+ "56beb03c3aeaaa14008c920b": " Sun Life Stadium",
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+ "56beb03c3aeaaa14008c920d": " Levi's Stadium",
124
+ "56bf3c633aeaaa14008c9580": " Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium",
125
+ "56bf3c633aeaaa14008c9581": " Mercedes-Benz Superdome",
126
+ "56bf3c633aeaaa14008c9582": " Sun Life Stadium",
127
+ "56d20564e7d4791d00902612": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium",
128
+ "56d6ee6e0d65d21400198254": " three",
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+ "56d6ee6e0d65d21400198255": " New Orleans"
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+ }
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+ "eval_steps_per_second": 0.101
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