Introduction
Origin | Translation | |
---|---|---|
Article | God Almighty gave a number of miracles to his prophet Muhammad, peace and blessings be upon him, so that it will be a proof of his sincerity, and part of his miracles are the following (…) | |
Baseline model summarization | Prophets’ miracles | |
Pointer-generator summarization | Prophet’s miracles peace and blessings be upon him | |
Reference summarization | Muhammad’s miracles peace and blessings be upon him |
Related work
Background
Sequence-to-sequence framework
Encoder mechanism
Decoder mechanism
Attention mechanism
Necessity for attention
Self-attention
Text generation
Greedy decoding
Beam decoding
Proposed methodology
Attention mechanism
Copy mechanism
Coverage and length penalty
Length
Repeats
Experiments
Data set
Dataset | Train | Valid | Test | DL | SL |
---|---|---|---|---|---|
AHS | 235,870 | 38,968 | 20,000 | 80.6 | 3.3 |
Data preprocessing
Training details
Model
Evaluation metrics
Results and discussion
Model | Inference penalty | ROUGE-1 average precision | ROUGE-1 average recall | ROUGE-1 average F-measure |
---|---|---|---|---|
Baseline model | No penalty | 57.02 | 21.05 | 30.67 |
Coverage | 55.93 | 19.60 | 28.95 | |
Length | 55.58 | 21.05 | 30.46 | |
Length + coverage | 55.16 | 19.60 | 28.85 | |
Baseline model + copy mechanism | No penalty | 62.01 | 33.53 | 43.42 |
Coverage | 60.43 | 32.12 | 41.84 | |
Length | 62.13 | 34.46 | 44.23 | |
Length + coverage | 61.36 | 32.59 | 42.47 |
Origin | Translation | |
---|---|---|
Example (1) | ||
Article | Iron deficiency causes many harmful effects to the human body, some of which may be dangerous, some of which may be natural and easily treated, and of these harmful effects (…) | |
Pointer-generator summarization | Iron deficiency harms | |
Reference summarization | The harmful effects of iron deficiency | |
Example (2) | ||
Article | Many foods can contribute to maintaining a healthy heart, and reduce the risk of many diseases, including the following (…) | |
Pointer-generator summarization | Improve heart health | |
Reference summarization | Disease prevention |
References | Method | ROUGE F1 | Dataset |
---|---|---|---|
Rush et al. [9] | ABS | 30.88 | Gigaword |
ABS+ | 31.00 | ||
See et al. [11] | Pointer-generator | 36.44 | CNN/daily mail |
Pointer-generator + coverage model | 39.53 | ||
Gehrmann et al. [29] | Pointer-generator + coverage penalty | 39.12 | |
Bottom-up summarization | 41.22 | ||
(Ours) | Pointer-generator + length penalty | 44.23 | AHS |
Arabic research results comparison
Type | Text |
---|---|
Original | رَكِبْتُ سَيَاْرَتِي إِلَى مَدِينَةِ الْقَاهِرَةِ |
Trans | I drove my car to Cairo city |
No Diac | ركبت سيارتي إلى مدينة القاهرة |
Normal | ركبت سيارتي الي مدينه القاهره |
Segmented | ركب ت سياره ي الي مدينه القاهره |