diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..d0b7ea81a9e818202bec2b5f19bb6bb49c869816 --- /dev/null +++ b/README.md @@ -0,0 +1,52 @@ +--- +license: apache-2.0 +base_model: google/bigbird-roberta-base +tags: +- generated_from_trainer +model-index: +- name: bigBird-base-fine-tuning-squad-B16R3-nobias + results: [] +--- + + + +# bigBird-base-fine-tuning-squad-B16R3-nobias + +This model is a fine-tuned version of [google/bigbird-roberta-base](https://huggingface.co/google/bigbird-roberta-base) on an unknown dataset. + +## 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: 3e-05 +- train_batch_size: 8 +- eval_batch_size: 8 +- seed: 42 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 +- lr_scheduler_type: linear +- num_epochs: 2.0 + +### Training results + + + +### Framework versions + +- Transformers 4.43.0.dev0 +- Pytorch 1.12.1+cu113 +- Datasets 2.20.0 +- Tokenizers 0.19.1 diff --git a/all_results.json b/all_results.json new file mode 100644 index 0000000000000000000000000000000000000000..ab4fb8d775773a9905ec70288c2c0c25fbcaf10e --- /dev/null +++ b/all_results.json @@ -0,0 +1,16 @@ +{ + "epoch": 2.0, + "eval_exact_match": 89.84375, + "eval_f1": 91.5327380952381, + "eval_model_preparation_time": 0.0018, + "eval_runtime": 9.9215, + "eval_samples": 128, + "eval_samples_per_second": 12.901, + "eval_steps_per_second": 0.101, + "total_flos": 3.864501390676132e+17, + "train_loss": 0.05644623499482734, + "train_runtime": 4615.1991, + "train_samples": 87599, + "train_samples_per_second": 37.961, + "train_steps_per_second": 9.49 +} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..a42404f75ccda6f8ae3ffc9557eb01da67c5b20f --- /dev/null +++ b/config.json @@ -0,0 +1,34 @@ +{ + "_name_or_path": "google/bigbird-roberta-base", + "architectures": [ + "BigBirdForQuestionAnswering" + ], + "attention_probs_dropout_prob": 0.1, + "attention_type": "block_sparse", + "block_size": 16, + "bos_token_id": 1, + "classifier_dropout": null, + "eos_token_id": 2, + "gradient_checkpointing": false, + "hidden_act": "gelu_new", + "hidden_dropout_prob": 0.1, + "hidden_size": 768, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_norm_eps": 1e-12, + "max_position_embeddings": 4096, + "model_type": "big_bird", + "num_attention_heads": 12, + "num_hidden_layers": 12, + "num_random_blocks": 3, + "pad_token_id": 0, + "position_embedding_type": "absolute", + "rescale_embeddings": false, + "sep_token_id": 66, + "torch_dtype": "float32", + "transformers_version": "4.43.0.dev0", + "type_vocab_size": 2, + "use_bias": false, + "use_cache": true, + "vocab_size": 50358 +} diff --git a/eval_nbest_predictions.json b/eval_nbest_predictions.json new file mode 100644 index 0000000000000000000000000000000000000000..aea1e563590e8a10024dd33f69d343b639ccebf6 --- /dev/null +++ b/eval_nbest_predictions.json @@ -0,0 +1,15618 @@ +{ + "56be4db0acb8001400a502ec": [ + { + "start_logit": 10.027235984802246, + "end_logit": 9.870747566223145, + "text": " Denver Broncos", + "probability": 0.9668881893157959 + }, + { + "start_logit": 6.124719142913818, + "end_logit": 9.870747566223145, + "text": " The American Football Conference (AFC) champion Denver Broncos", + "probability": 0.01952245831489563 + }, + { + "start_logit": 10.027235984802246, + "end_logit": 4.711365222930908, + "text": " Denver", + "probability": 0.0055550141260027885 + }, + { + "start_logit": 10.027235984802246, + "end_logit": 3.782301664352417, + "text": " Denver Broncos defeated the National Football Conference (NFC) champion Carolina Panthers", + "probability": 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Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.00015812439960427582 + }, + { + "start_logit": 9.527009010314941, + "end_logit": 1.509068489074707, + "text": " Sun", + "probability": 0.0001534198527224362 + }, + { + "start_logit": 4.1951584815979, + "end_logit": 6.355076313018799, + "text": " Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 9.438060078537092e-05 + }, + { + "start_logit": 4.711205005645752, + "end_logit": 5.762164115905762, + "text": " Mercedes-Benz Superdome", + "probability": 8.73978206072934e-05 + }, + { + "start_logit": 0.21068011224269867, + "end_logit": 10.25634479522705, + "text": " Life Stadium", + "probability": 8.684505155542865e-05 + }, + { + "start_logit": 9.527009010314941, + "end_logit": 0.6149640083312988, + "text": " Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium.", + "probability": 6.274470797507092e-05 + }, + { + "start_logit": 9.527009010314941, + "end_logit": 0.5423316955566406, + "text": " Sun Life Stadium,", + "probability": 5.834896001033485e-05 + }, + { + "start_logit": 9.527009010314941, + "end_logit": 0.23107686638832092, + "text": " Sun Life Stadium, and the San Francisco Bay Area's Levi", + "probability": 4.274220918887295e-05 + }, + { + "start_logit": -0.817236065864563, + "end_logit": 10.25634479522705, + "text": " Stadium", + "probability": 3.106897202087566e-05 + }, + { + "start_logit": 9.527009010314941, + "end_logit": -0.19555512070655823, + "text": " Sun Life Stadium, and the San Francisco Bay Area", + "probability": 2.7898000553250313e-05 + }, + { + "start_logit": -1.0952914953231812, + "end_logit": 10.25634479522705, + "text": "Benz Superdome, Miami's Sun Life Stadium", + "probability": 2.3527134544565342e-05 + }, + { + "start_logit": 9.527009010314941, + "end_logit": -0.4478241801261902, + "text": " Sun Life Stadium, and the San Francisco Bay", + "probability": 2.167772618122399e-05 + }, + { + "start_logit": -1.6507606506347656, + "end_logit": 10.25634479522705, + "text": " Superdome, Miami's Sun Life Stadium", + "probability": 1.3499936358130071e-05 + } + ], + "56d20564e7d4791d00902612": [ + { + "start_logit": 10.306281089782715, + "end_logit": 9.952278137207031, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.779570460319519 + }, + { + "start_logit": 8.895870208740234, + "end_logit": 9.952278137207031, + "text": " Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.1902485340833664 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 6.292601108551025, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium.", + "probability": 0.020066779106855392 + }, + { + "start_logit": 8.895870208740234, + "end_logit": 6.292601108551025, + "text": " Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium.", + "probability": 0.004897151608020067 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 4.331106662750244, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium", + "probability": 0.0028223535045981407 + }, + { + "start_logit": 8.895870208740234, + "end_logit": 4.331106662750244, + "text": " Mercedes-Benz Superdome, Miami's Sun Life Stadium", + "probability": 0.0006887749768793583 + }, + { + "start_logit": 2.9052350521087646, + "end_logit": 9.952278137207031, + "text": " Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.00047601608093827963 + }, + { + "start_logit": 1.829087257385254, + "end_logit": 9.952278137207031, + "text": " Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.00016227680316660553 + }, + { + "start_logit": 1.7743011713027954, + "end_logit": 9.952278137207031, + "text": " Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.00015362550038844347 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 1.1731445789337158, + "text": " New Orleans' Mercedes-Benz Superdome", + "probability": 0.00011998463014606386 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.9939247369766235, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi", + "probability": 0.00010029786062659696 + }, + { + "start_logit": 1.3342926502227783, + "end_logit": 9.952278137207031, + "text": " San Francisco Bay Area's Levi's Stadium", + "probability": 9.893951209960505e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.9674004316329956, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun", + "probability": 9.767247684067115e-05 + }, + { + "start_logit": 1.268765926361084, + "end_logit": 9.952278137207031, + "text": " Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 9.266425331588835e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.8847658634185791, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's", + "probability": 8.992580842459574e-05 + }, + { + "start_logit": 1.0721218585968018, + "end_logit": 9.952278137207031, + "text": "Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 7.612205081386492e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.6967417001724243, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium,", + "probability": 7.451209239661694e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.45361921191215515, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area", + "probability": 5.843051621923223e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.38088178634643555, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life", + "probability": 5.433130354504101e-05 + }, + { + "start_logit": 10.306281089782715, + "end_logit": 0.31786125898361206, + "text": " New Orleans' Mercedes-Benz Superdome, Miami", + "probability": 5.101301576360129e-05 + } + ], + "56d6ee6e0d65d21400198254": [ + { + "start_logit": 9.18116569519043, + "end_logit": 9.678008079528809, + "text": " three", + "probability": 0.9730686545372009 + }, + { + "start_logit": 9.18116569519043, + "end_logit": 6.034787178039551, + "text": " three sites", + "probability": 0.02546321228146553 + }, + { + "start_logit": 9.18116569519043, + "end_logit": 1.6387771368026733, + "text": " three sites:", + "probability": 0.00031387023045681417 + }, + { + "start_logit": 0.9586032032966614, + "end_logit": 9.678008079528809, + "text": " narrowed the bids to three", + "probability": 0.00026129448087885976 + }, + { + "start_logit": 0.5777250528335571, + "end_logit": 9.678008079528809, + "text": "The league eventually narrowed the bids to three", + "probability": 0.00017853248573374003 + }, + { + "start_logit": 0.2536969780921936, + "end_logit": 9.678008079528809, + "text": " to three", + "probability": 0.00012912004604004323 + }, + { + "start_logit": 0.0914318859577179, + "end_logit": 9.678008079528809, + "text": " bids to three", + "probability": 0.00010977983038173988 + }, + { + "start_logit": 9.18116569519043, + "end_logit": 0.19403263926506042, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium", + "probability": 7.401261245831847e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -0.2216034233570099, + "text": " three sites: New Orleans' Mercedes-Benz Superdome", + "probability": 4.8842430260265246e-05 + }, + { + "start_logit": -0.7199664115905762, + "end_logit": 9.678008079528809, + "text": " league eventually narrowed the bids to three", + "probability": 4.876823732047342e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -0.24309860169887543, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 4.7803772758925334e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -0.35026803612709045, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium.", + "probability": 4.2945608583977446e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -0.36798155307769775, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco", + "probability": 4.219158290652558e-05 + }, + { + "start_logit": -0.8817911148071289, + "end_logit": 9.678008079528809, + "text": " eventually narrowed the bids to three", + "probability": 4.148177322349511e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -0.4217638671398163, + "text": " three sites: New Orleans", + "probability": 3.9982402086025104e-05 + }, + { + "start_logit": -1.002610445022583, + "end_logit": 9.678008079528809, + "text": " the bids to three", + "probability": 3.6760906368726864e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -1.093700885772705, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay", + "probability": 2.0419745851540938e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -1.373530387878418, + "text": " three sites: New Orleans' Mercedes-Benz Superdome, Miami", + "probability": 1.5435538443853147e-05 + }, + { + "start_logit": 9.18116569519043, + "end_logit": -1.80856454372406, + "text": " three sites: New Orleans' Mercedes-Benz Superdome,", + "probability": 9.990530998038594e-06 + }, + { + "start_logit": 0.9586032032966614, + "end_logit": 6.034787178039551, + "text": " narrowed the bids to three sites", + "probability": 6.8375411501619965e-06 + } + ], + "56d6ee6e0d65d21400198255": [ + { + "start_logit": 9.768564224243164, + "end_logit": 10.146626472473145, + "text": " New Orleans", + "probability": 0.9992617964744568 + }, + { + "start_logit": 9.768564224243164, + "end_logit": 1.9886976480484009, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium", + "probability": 0.00028624344849959016 + }, + { + "start_logit": 9.768564224243164, + "end_logit": 1.024301290512085, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium", + "probability": 0.00010911978461081162 + }, + { + "start_logit": 0.3856682777404785, + "end_logit": 10.146626472473145, + "text": " Orleans", + "probability": 8.408899157075211e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": 0.45724818110466003, + "text": " New Orleans'", + "probability": 6.189208943396807e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": 0.18041075766086578, + "text": " New Orleans' Mercedes-Benz Superdome", + "probability": 4.69252081529703e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -0.08651047199964523, + "text": " New", + "probability": 3.593220390030183e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -0.25313010811805725, + "text": " New Orleans' Mercedes-Benz Superdome, Miami", + "probability": 3.041739546461031e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -0.3271257281303406, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay", + "probability": 2.8247901354916394e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -0.9844714403152466, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's", + "probability": 1.4638769243902061e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -1.0584980249404907, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area", + "probability": 1.3594240954262204e-05 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -1.4377497434616089, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's Levi's Stadium.", + "probability": 9.3035378085915e-06 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -2.211108684539795, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun", + "probability": 4.293213805794949e-06 + }, + { + "start_logit": -2.8278186321258545, + "end_logit": 10.146626472473145, + "text": " three sites: New Orleans", + "probability": 3.381732085472322e-06 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -2.606776475906372, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco", + "probability": 2.890323457904742e-06 + }, + { + "start_logit": -3.1265430450439453, + "end_logit": 10.146626472473145, + "text": "The league eventually narrowed the bids to three sites: New Orleans", + "probability": 2.5084470962610794e-06 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -2.9786171913146973, + "text": " New Orleans' Mercedes-Benz Superdome, Miami's Sun Life Stadium, and the San Francisco Bay Area's", + "probability": 1.9927745142922504e-06 + }, + { + "start_logit": 9.768564224243164, + "end_logit": -3.254460334777832, + "text": " New Orleans' Mercedes-Benz Superdome,", + "probability": 1.5123797538763029e-06 + }, + { + "start_logit": -3.889404535293579, + "end_logit": 10.146626472473145, + "text": " league eventually narrowed the bids to three sites: New Orleans", + "probability": 1.1697646868924494e-06 + }, + { + "start_logit": 0.4327561855316162, + "end_logit": 1.9886976480484009, + "text": " Sun Life Stadium", + "probability": 2.5249066837318423e-08 + } + ] +} diff --git a/eval_predictions.json b/eval_predictions.json new file mode 100644 index 0000000000000000000000000000000000000000..43973ff7828bc9082103f434fdbcf78348181735 --- /dev/null +++ b/eval_predictions.json @@ -0,0 +1,130 @@ +{ + "56be4db0acb8001400a502ec": " Denver Broncos", + "56be4db0acb8001400a502ed": " Denver Broncos", + "56be4db0acb8001400a502ee": " Levi's Stadium in the San Francisco Bay Area at Santa Clara, California", + "56be4db0acb8001400a502ef": " Denver Broncos", + "56be4db0acb8001400a502f0": " gold", + "56be8e613aeaaa14008c90d1": "golden anniversary", + "56be8e613aeaaa14008c90d2": " February 7, 2016", + "56be8e613aeaaa14008c90d3": " American Football Conference", + "56bea9923aeaaa14008c91b9": "golden anniversary", + "56bea9923aeaaa14008c91ba": " American Football Conference", + "56bea9923aeaaa14008c91bb": " February 7, 2016", + "56beace93aeaaa14008c91df": " Denver Broncos", + "56beace93aeaaa14008c91e0": " Levi's Stadium", + "56beace93aeaaa14008c91e1": " San Francisco", + "56beace93aeaaa14008c91e2": "Super Bowl L", + "56beace93aeaaa14008c91e3": " 2015", + "56bf10f43aeaaa14008c94fd": " 2016", + "56bf10f43aeaaa14008c94fe": " San Francisco", + "56bf10f43aeaaa14008c94ff": " Levi's Stadium", + "56bf10f43aeaaa14008c9500": " 24\u201310", + "56bf10f43aeaaa14008c9501": " February 7, 2016", + "56d20362e7d4791d009025e8": " 2015", + "56d20362e7d4791d009025e9": " Denver Broncos", + "56d20362e7d4791d009025ea": " Denver Broncos", + "56d20362e7d4791d009025eb": " Denver Broncos", + "56d600e31c85041400946eae": " 2015", + "56d600e31c85041400946eb0": " Denver Broncos", + "56d600e31c85041400946eb1": " Levi's Stadium in the San Francisco Bay Area at Santa Clara, California", + "56d9895ddc89441400fdb50e": "Super Bowl 50", + "56d9895ddc89441400fdb510": " Denver Broncos", + "56be4e1facb8001400a502f6": " Cam Newton", + "56be4e1facb8001400a502f9": " eight", + "56be4e1facb8001400a502fa": " 1995", + "56beaa4a3aeaaa14008c91c2": " Arizona Cardinals", + "56beaa4a3aeaaa14008c91c3": " New England Patriots", + "56bead5a3aeaaa14008c91e9": " Arizona Cardinals", + "56bead5a3aeaaa14008c91ea": " New England Patriots", + "56bead5a3aeaaa14008c91eb": " New England Patriots", + "56bead5a3aeaaa14008c91ec": " four", + "56bead5a3aeaaa14008c91ed": " Cam Newton", + "56bf159b3aeaaa14008c9507": " 15\u20131", + "56bf159b3aeaaa14008c9508": " Cam Newton", + "56bf159b3aeaaa14008c9509": " 12\u20134", + "56bf159b3aeaaa14008c950a": " four", + "56bf159b3aeaaa14008c950b": " New England Patriots", + "56d2045de7d4791d009025f3": " Cam Newton", + "56d2045de7d4791d009025f4": " Arizona Cardinals", + "56d2045de7d4791d009025f5": " eight", + "56d2045de7d4791d009025f6": " Arizona Cardinals", + "56d6017d1c85041400946ebe": " Cam Newton", + "56d6017d1c85041400946ec1": " Arizona Cardinals", + "56d6017d1c85041400946ec2": " Arizona Cardinals", + "56d98a59dc89441400fdb52a": " Cam Newton", + "56d98a59dc89441400fdb52b": " Arizona Cardinals", + "56d98a59dc89441400fdb52e": " 1995", + "56be4eafacb8001400a50302": " Von Miller", + "56be4eafacb8001400a50303": " two", + "56be4eafacb8001400a50304": " Broncos", + "56beab833aeaaa14008c91d2": " Von Miller", + "56beab833aeaaa14008c91d3": " five", + "56beab833aeaaa14008c91d4": " Newton", + "56beae423aeaaa14008c91f4": " seven", + "56beae423aeaaa14008c91f5": " Von Miller", + "56beae423aeaaa14008c91f6": " three", + "56beae423aeaaa14008c91f7": " two", + "56bf17653aeaaa14008c9511": " Von Miller", + "56bf17653aeaaa14008c9513": " linebacker", + "56bf17653aeaaa14008c9514": " five", + "56bf17653aeaaa14008c9515": " two", + "56d204ade7d4791d00902603": " Von Miller", + "56d204ade7d4791d00902604": " five", + "56d601e41c85041400946ece": " seven", + "56d601e41c85041400946ecf": " three", + "56d601e41c85041400946ed0": " fumble", + "56d601e41c85041400946ed1": " Von Miller", + "56d601e41c85041400946ed2": " linebacker", + "56d98b33dc89441400fdb53b": " seven", + "56d98b33dc89441400fdb53c": " three", + "56d98b33dc89441400fdb53d": " Von Miller", + "56d98b33dc89441400fdb53e": " five", + 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"56d98c53dc89441400fdb544": " $5 million", + "56d98c53dc89441400fdb545": " Coldplay", + "56d98c53dc89441400fdb546": " Beyonc\u00e9 and Bruno Mars", + "56d98c53dc89441400fdb548": " Bruno Mars", + "56be53b8acb8001400a50314": " Roger Goodell", + "56be53b8acb8001400a50315": " 50th", + "56be53b8acb8001400a50316": " 2012", + "56beafca3aeaaa14008c9207": " Roger Goodell", + "56beafca3aeaaa14008c9208": " early 2012", + "56bf42f53aeaaa14008c95a3": " Roger Goodell", + "56d2053ae7d4791d00902610": " Roger Goodell", + "56d6edd00d65d21400198250": " Roger Goodell", + "56d6edd00d65d21400198251": "an important game for us as a league\".", + "56d98d0adc89441400fdb54e": "spectacular", + "56d98d0adc89441400fdb54f": " 2012", + "56be5438acb8001400a5031a": " Mercedes-Benz Superdome", + "56be5438acb8001400a5031b": " Mercedes-Benz Superdome", + "56be5438acb8001400a5031c": " Levi's Stadium", + "56beb03c3aeaaa14008c920b": " Sun Life Stadium", + "56beb03c3aeaaa14008c920d": " Levi's Stadium", + 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