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MoE-Hash_human_eval_samples.txt

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+
+================================================================================
+SAMPLE 1 (ROUGE-1: 0.000)
+================================================================================
+
+DOCUMENT (first 300 characters):
+Two snowsports enthusiasts got married at a Scottish ski resort before sliding off down a run in their wedding attire.
+Bridget and Jonathan Reid, from Moy, near Tomatin in the Highlands, tied the knot at Nevis Range, near Fort William, on Friday.
+The couple first's date six years ago was a skiing tr...
+
+REFERENCE SUMMARY:
+All images copyrighted.
+
+GENERATED SUMMARY:
+A couple of years ago have been married on a wedding dress at Nevis Range.
+
+EVALUATION (fill in your analysis):
+1. Content Relevance (Does it capture main points?):
+   [Your evaluation: Score 1-5, explanation]
+
+2. Coherence (Does it flow well?):
+   [Your evaluation: Score 1-5, explanation]
+
+3. Fluency (Is it grammatically correct?):
+   [Your evaluation: Score 1-5, explanation]
+
+4. Factual Consistency (Are facts accurate?):
+   [Your evaluation: Score 1-5, explanation]
+
+OVERALL SCORE: [X/20]
+
+================================================================================
+
+================================================================================
+SAMPLE 2 (ROUGE-1: 0.286)
+================================================================================
+
+DOCUMENT (first 300 characters):
+Mandla Hlatshwayo and his friend were shot after confronting a group of men who had robbed women of their mobile phones in a pub in Soweto.
+The suspects were found in possession of drugs and an unlicensed gun.
+South Africa has one of the highest murder rates in the world with more than 50,000 cases ...
+
+REFERENCE SUMMARY:
+South African police say four people have been arrested in connection with the murder of former actor on popular local TV series Generations.
+
+GENERATED SUMMARY:
+South Africa's police are investigating the murder of a man who was shot in a pub in Soweto.
+
+EVALUATION (fill in your analysis):
+1. Content Relevance (Does it capture main points?):
+   [Your evaluation: Score 1-5, explanation]
+
+2. Coherence (Does it flow well?):
+   [Your evaluation: Score 1-5, explanation]
+
+3. Fluency (Is it grammatically correct?):
+   [Your evaluation: Score 1-5, explanation]
+
+4. Factual Consistency (Are facts accurate?):
+   [Your evaluation: Score 1-5, explanation]
+
+OVERALL SCORE: [X/20]
+
+================================================================================
+
+================================================================================
+SAMPLE 3 (ROUGE-1: 0.923)
+================================================================================
+
+DOCUMENT (first 300 characters):
+The 27-year-old woman was found at Knowle Close, Redditch, after police were called early on Sunday.
+The arrested man, a 32-year-old from Redditch, is in police custody.
+The results of a post-mortem examination on the woman, who has not been formally identified, will be released later, a West Mercia...
+
+REFERENCE SUMMARY:
+A man has been arrested on suspicion of murder after a woman was found dead at a house in Worcestershire.
+
+GENERATED SUMMARY:
+A man has been arrested on suspicion of murder after a woman was found in a house in Worcestershire.
+
+EVALUATION (fill in your analysis):
+1. Content Relevance (Does it capture main points?):
+   [Your evaluation: Score 1-5, explanation]
+
+2. Coherence (Does it flow well?):
+   [Your evaluation: Score 1-5, explanation]
+
+3. Fluency (Is it grammatically correct?):
+   [Your evaluation: Score 1-5, explanation]
+
+4. Factual Consistency (Are facts accurate?):
+   [Your evaluation: Score 1-5, explanation]
+
+OVERALL SCORE: [X/20]
+
+================================================================================

MoE-Hash_metrics.json

@@ -0,0 +1,14 @@
+{
+  "ROUGE-1": 29.39696373117908,
+  "ROUGE-2": 8.434329374459828,
+  "ROUGE-L": 22.575647505310812,
+  "BERTScore-P": 0.8836130499839783,
+  "BERTScore-R": 0.8762004971504211,
+  "BERTScore-F1": 0.8797832131385803,
+  "Compression Ratio": 0.08815832574259216,
+  "Extractiveness (%)": 53.66421487209081,
+  "Novel 1-grams (%)": 33.34628578269085,
+  "Novel 2-grams (%)": 74.40899167979951,
+  "Novel 3-grams (%)": 91.39474583114419,
+  "Novel 4-grams (%)": 96.61165474706667
+}

best_model.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:8e56659ee216a99e336ab6ba4f4cfe770468ed82ee58cb73d5852a1ee056126f
+size 1235518587

config.json

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+{
+  "activation_dropout": 0.1,
+  "activation_function": "gelu",
+  "add_bias_logits": false,
+  "add_final_layer_norm": false,
+  "architectures": [
+    "BartForConditionalGenerationWithMoE"
+  ],
+  "attention_dropout": 0.1,
+  "bos_token_id": 0,
+  "classif_dropout": 0.1,
+  "classifier_dropout": 0.0,
+  "d_model": 768,
+  "decoder_attention_heads": 12,
+  "decoder_ffn_dim": 3072,
+  "decoder_layerdrop": 0.0,
+  "decoder_layers": 6,
+  "decoder_start_token_id": 2,
+  "dropout": 0.1,
+  "dtype": "float32",
+  "early_stopping": null,
+  "encoder_attention_heads": 12,
+  "encoder_ffn_dim": 3072,
+  "encoder_layerdrop": 0.0,
+  "encoder_layers": 6,
+  "eos_token_id": 2,
+  "forced_eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "id2label": {
+    "0": "LABEL_0",
+    "1": "LABEL_1",
+    "2": "LABEL_2"
+  },
+  "init_std": 0.02,
+  "is_encoder_decoder": true,
+  "label2id": {
+    "LABEL_0": 0,
+    "LABEL_1": 1,
+    "LABEL_2": 2
+  },
+  "max_position_embeddings": 1024,
+  "model_type": "bart",
+  "no_repeat_ngram_size": null,
+  "normalize_before": false,
+  "normalize_embedding": true,
+  "num_beams": null,
+  "num_hidden_layers": 6,
+  "pad_token_id": 1,
+  "scale_embedding": false,
+  "task_specific_params": {
+    "summarization": {
+      "length_penalty": 1.0,
+      "max_length": 128,
+      "min_length": 12,
+      "num_beams": 4
+    },
+    "summarization_cnn": {
+      "length_penalty": 2.0,
+      "max_length": 142,
+      "min_length": 56,
+      "num_beams": 4
+    },
+    "summarization_xsum": {
+      "length_penalty": 1.0,
+      "max_length": 62,
+      "min_length": 11,
+      "num_beams": 6
+    }
+  },
+  "transformers_version": "4.57.1",
+  "use_cache": true,
+  "vocab_size": 50265
+}

final_model.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4512d94c6d720436bb32519551f901b1253e0c5cdb1e273ce709b95f14da08b9
+size 1235519690

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "decoder_start_token_id": 2,
+  "early_stopping": true,
+  "eos_token_id": [
+    2
+  ],
+  "forced_bos_token_id": 0,
+  "forced_eos_token_id": 2,
+  "no_repeat_ngram_size": 3,
+  "num_beams": 4,
+  "pad_token_id": 1,
+  "transformers_version": "4.57.1"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:19068bb1a1d6d1b03e2164b4b0a655bc498a26f3f61391d151ed68fff720b698
+size 1464680804

moe_layers.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0075b4ecc85641e824626a648995756f5c3ae2c86c74a5159f7fccf90a14a5ab
+size 906821341

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "BartTokenizer",
+  "unk_token": "<unk>"
+}

training_history.json

@@ -0,0 +1,13 @@
+{
+  "train_losses": [
+    10.813822434134243,
+    10.062575539820727,
+    7.8534033919400805
+  ],
+  "val_losses": [
+    10.822157826475824,
+    9.285471734081609,
+    6.486546616061097
+  ],
+  "best_val_loss": 6.486546616061097
+}