README.md

---
license:
- apache-2.0
- bsd-3-clause
tags:
- summarization
- summary
- booksum
- long-document
- long-form
datasets:
- kmfoda/booksum
metrics:
- rouge
inference: false
base_model: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP12
model-index:
- name: pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13
  results:
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: samsum
      type: samsum
      config: samsum
      split: test
    metrics:
    - type: rouge
      value: 24.4101
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjhmM2NiMDQ1NjI3Zjk4YjkyMTVkMmUwZDU2YWMwZjc4ZmIzMjA1OGZiYzRmNjI3NDk3OWNmOTlkZDMxZmViMyIsInZlcnNpb24iOjF9.wS774e7vxQrf2gCcPhySsET3UaiUsj8E7mQmBS84wz86aT9j1yCqVX-8ozuj896K5wMygbL-TpUbydRIyyHTDw
    - type: rouge
      value: 5.003
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTYyNTFkNWZhOTgwNDg5ZWU5Y2U5NGI4Y2Y2YTMxNjUzOWI0ZWNlNDE1OGYzMjA1YTBmNDE4ZjcyOTZmODE4NiIsInZlcnNpb24iOjF9.AuqDkCgUgDWl8vMyrjTh59QW741UssGxdBqj3GZKy5e5gKadClUA709qgKbpxPIbMEyk38yvXYGplaJf5CnCCA
    - type: rouge
      value: 17.2544
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTBmODZmNWRhMzBhY2MzOGRkZWQzNjAzMGViOGMxYWYyZjNlZmM4YzgzMjkxNTk3M2E1ODAwZjY1M2I2MDZkYyIsInZlcnNpb24iOjF9.Md52aHjujvkxaW-ubJNquiHHHgi-OfRav0ZElVvYhIpU_k0iKEaQZRcw9JYjtG5vZJbQeiWbMzcCOJ999DhrAA
    - type: rouge
      value: 20.9183
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMDJjNDc1OTZjY2VmNWRhNmYwZjRjY2JmNTAyNmIwZjRhYjMyMTdlNzY2M2Q4OGQwNTEyYTU0NGVhYWI2ZTk3NSIsInZlcnNpb24iOjF9.nlqol0HEeEjU7509-B9eyohf3CP3EZTibJ1lTvOx3wt8rU5LzEdwFazOTHjpWlcK_rik7jcySdUDe4fGjJtKAQ
    - type: loss
      value: 3.194674015045166
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzRiYmRiYjFkZDhlNGIwYTg3NDUwZTEzZjc5MjllNmJmODQ1YzBjNDM4MzQwNmMzNmNkMzk5N2M2MzZlOWY4MyIsInZlcnNpb24iOjF9._YJqPY9p_N2n7UxAkTeGenH1sVAkC_Z5HzZ6NbzlQoa8-RXTfbEPLw7fSKmlsGNyZxj7L_Bs4COIWzwAMxZSAA
    - type: gen_len
      value: 58.9951
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDJhYzU2Zjg4ZmIyOGRmNTU4MDM2NGZiNzc0NDk3YzZkOTQwMWMwNjMzZDQzZTZiZjk4ZDdmMmI2ODRkYjk3OCIsInZlcnNpb24iOjF9.MG1rcM_qpUhQmAYrsBxyNpcLUrPZw6V_uzYzDAo01kQyZEwJClWgMRVgpsSEnY93Mlu1445QLxkJEByUrfD3BQ
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: billsum
      type: billsum
      config: default
      split: test
    metrics:
    - type: rouge
      value: 37.3648
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWU4ZmZmYzllMzQxM2I4YTUxMjkwYjEzNDk1NjRlYjJiZjYyYWNiNzM4ODMxMGJjMzdhYjFhMzhlNTE5YmYyMiIsInZlcnNpb24iOjF9.9NTlO_5zLC8Y3mkwstviPb9WmMqPmXfWfEN0yONA6WYhh1jPy0gECEb5uF0G6wBMhTPDTqGMWOYIAF2vMeNbDA
    - type: rouge
      value: 12.3316
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTJhZTcxMDc5ODljMDBjYzFmYWIzNTA4M2NiZDUwYTMwNTVjZTUyZTU2M2IwYWE2YjkzMzMzMjg1MDU1OWE1NSIsInZlcnNpb24iOjF9.FRsoRao8qj6A8W7OeIVAoZCEc1HCZEzmKOs0CPkUceF19pk1ngaXt5K6kcPJ-5fYJydtfSuSnuG3aqlOEJeYDQ
    - type: rouge
      value: 22.075
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2FjNTMxMGYyNjgyNjk2YTQwZjM4MTM4Yjg0MTkyN2RmNDE5YTU5ZDNkZDFhZDM2YWRlNDI4M2JlMWYxNDQ3ZCIsInZlcnNpb24iOjF9.wsLUEYGJyMSJPPclOzb1hcRdE-VrZex2Sd5er_XVbe6bY1cRO5DdIn69sE9hmAcltefu4ikpHu2ihbv7qvj4Aw
    - type: rouge
      value: 31.1679
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMTUyODVkZGIxYzMyZDczNzU5YjVkNTliZmM4ZTdiYWE2ZjJhNGM3ZDgzMWE3ZjA2MDBhZWQ1ZGY1YzNmZDMwNiIsInZlcnNpb24iOjF9.fPgMnnXY5oPdCn1STZ0HwUiil8OlLZ8ZWZZav_chDIQ7Kh1RKeLy0EG2vEhrB6IlyP7uZ3RmdT9VHM1_khrEAw
    - type: loss
      value: 2.745267391204834
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWQ2NDVmODI2ZTQyNmVjZjRkZDdlMTdiODBkZTlkNTFkODBjNjViMTZhMDVkYTkwYWIyNDFkZWZhZmJhODEwMyIsInZlcnNpb24iOjF9.9JWTqdGEhztS--N8grHY6q2a8taVu65Lr17ocXgudp4imhqr9Bhau2X2G5SLN7c1oYieKtyKcWdDAmVzHyTbDw
    - type: gen_len
      value: 157.3126
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWNiODFmMWQ1ZTkzZGNjNDkwM2ZiZjJlZmQ3N2ExNWJhYmUxYWM2ZGNiYzlhYTY5Y2RhOGVlZDhmN2ZmODQwYSIsInZlcnNpb24iOjF9.sRA9iBS4vzFDZtwM4Vs6Kevj3eiTkS5akApUWTZBCt58YSW8mpoKqsWcnQFEjDCCec-FfV_451OLIetcmDZiCA
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: xsum
      type: xsum
      config: default
      split: test
    metrics:
    - type: rouge
      value: 18.2975
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjJhMjQ0Yzc4ZmNkOWI5YjhmOTlmOTA4MTE0NWM4NGRlNjE0NDIwOTY2ZmQyNjA0ZmE5MjM2YjAyZDZiNWFkNiIsInZlcnNpb24iOjF9.2UJ48OcezjnfMC0dGjksZpAiXRGNAOHniHdN-tQmQPo0vXwRYNTyPrVULnVoBZUvSdycTYvjl0jDKNhZmtGfCA
    - type: rouge
      value: 2.6806
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTlkMmQwZTRmN2JlOTQ0N2I0YjdhOTBmYmU3MzEwNzE2ZjFiOTM4OWMyMWRhNmZjNTBkZWY5OGMwYTZhZDRhYSIsInZlcnNpb24iOjF9.7D-IR1aBxx1goOkbeA3Tzd1Wu0Zfi0yQVSG8HWSboM7J67TBHblFsFCVJE7Z2wZRbBW4WtuDIGAcl1d1_Wu_Aw
    - type: rouge
      value: 11.9453
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZGZjNmY5NmU5ODBmMDQyMjhhNzY3NzBlNDEyMTE3NjY1ZmRkZDZkZWI1YTA0ZTA0NzU1MjMzOTNjZDA3YWM1MCIsInZlcnNpb24iOjF9.SlI42pwrWc_OlcBKOPtrYNzvK_DUk6IJlzrrtjvkZX7k1S7bguekAV-_rWHfn_82k8rJ1FQAReasGHu1dZ0aBw
    - type: rouge
      value: 14.2121
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2E2MGE0MTQ1YmU0MTJkOWY3ZDhhODIwYWNhNTE3YWJkZTFhYzM1ZjBmNGExODIzYmU2YzE1ODg4ZjdhZWMwMiIsInZlcnNpb24iOjF9.K5FEsZtSph0FqF5zwetkE-X5AKOlj5g_02DPdl-kEe1azKrBBZy9sDiS0WfIGfwHiRdNvKGKi8t3PAGPsfQwCQ
    - type: loss
      value: 4.836681365966797
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzhlYjA0YzZmYjdmYWQwNDFhNzIzYWNkYzM4OGFlOWJiY2EzYTkxYjk3ZmJmNGQyMGE1ZmYzMDU2MzhhMmVkMiIsInZlcnNpb24iOjF9.uHYwqPBg6K63exBvqt__c82gKi52OhPTRSrcIKHOECCmoXJLJKgFJCuIXGWMJ7UP4HG375e9uqunJB0XwC20DA
    - type: gen_len
      value: 96.2584
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjNjYzQzNmM5NTY2YzVhNzRkZjMxMzhiYTU1MDBiOGZkYjA4YTg0MmQzYzQ3YTk3N2YwMDA5MWNlM2Y4YTFmZiIsInZlcnNpb24iOjF9.dirG9kG6OdNi-YEMWHv0UMrHTjEt6VS9i6fRbbUeZd1OoP2fl6XcKoDIk6Us-cdiyVnCyyhWsMNsUufMAqLtDA
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: launch/gov_report
      type: launch/gov_report
      config: plain_text
      split: test
    metrics:
    - type: rouge
      value: 37.3609
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMGExYjM5ODRiNThlZTU4ZTdhM2ZlZWRlNTgzNzc3N2ZjODk2ZjdlOGZlMDkzNmU2Yjk1NzQzZjQ5YzkwODllMCIsInZlcnNpb24iOjF9.JQIeaQkG-IlinWoyc6FKJZUgpWfqOsDhludqm5MgVsw68gsjo0nSPp_Y_1q26Y4dulZOLlQLyBAm3mlCA8s5Ag
    - type: rouge
      value: 8.6943
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWFjNzJkMzViOGM5YWQ0OGQ4ZTg3NTE5MzU1MjZkZjZiZmVkYTk0ZDhkYjAxMjZiZDVkZTYyYjk4MzRjNTQ3YiIsInZlcnNpb24iOjF9.9XJZ2UF6XyZNNrtp-XOEXC6etoDOFLq1xlIoMFEM9Jinisq3kWguXBiqPQWImLKra5WBm7jU_QIX-Fvn8sP-DA
    - type: rouge
      value: 17.9106
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWQ1MTdmNThiM2FiOGRmZWRmOTNlYWMwYTU1YjRiNTRlMGEwYjBmMmQ0YjQ4MDBhNzMzZmZkNjk3NjU0YzRhMSIsInZlcnNpb24iOjF9.040nGV6pig0Rzq9vkN83ZVWQzyjcVi13L36v0QF-Nhziol_dPPhuvghTlGWXWHwj6amsKzyh8M7rNfwL2TcsAQ
    - type: rouge
      value: 33.8022
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNDYwOGRmYzg4ODc2NDExNjhhMjI5MDg3MjI0YTQ5ZDRhM2NjN2Q2ZjM5YTIwZDIxNmY3Y2JlMmMxYTE5MDE4ZiIsInZlcnNpb24iOjF9.S1nynUjLz7z4gf-0WFfPs-ZuZubhN9kXyVSrYNzOdT2gTJmByQWasKreZkVSWus-HNAHR8DhzL6UUWxuDMmAAQ
    - type: loss
      value: 3.4974069595336914
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzkyNmU5NTRhMTkxNjA1M2E1MjdiMTE0MzQyMDc4ODBkNmM1NDg1ZDk4OTNjODk2MThlZGZiYzQxOGE1YzgwMiIsInZlcnNpb24iOjF9.H9Oo0VKvcqAHcVNvjeEPEhQe5HP0v614suyCv75tfFGaPSKTIe3UlBNDdGOtqfUxb2zUNaBQ8MkA66C_Fkq6CA
    - type: gen_len
      value: 243.3453
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWE1MGQzMDc2NDViOGM5ZmVkZjk0NmY0NzliOTBhMmE3NmY5MmUxMTI3NGE2OTQzM2Y1NjdmN2NlZGFlODFlYiIsInZlcnNpb24iOjF9.635fcTp_czTabJUVR_dwpzdkntb4cxEbODAC9MMTKrLKEf9NHqDBJXQ-nBOieW05iCSYzw_tEi8O-QW-sRxDAw
  - task:
      type: summarization
      name: Summarization
    dataset:
      name: kmfoda/booksum
      type: kmfoda/booksum
      config: kmfoda--booksum
      split: test
    metrics:
    - type: rouge
      value: 35.2043
      name: ROUGE-1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTRlZTdjZDRlZGMxYzA2NmRkYjBiMzZkY2Q1ODUyYjJkM2QwOTRmMzA3ZmU5MDI5ZmM1MmZkZDUwNzc0NjhmNyIsInZlcnNpb24iOjF9.zrskApkmkhbfQLtlgjf_n6i3WmZcmkDH7Sd-JTzOYAU3yk1_Zl4paGdmpXvyQY48M71qWsBYtEKkhnzrkvCGBA
    - type: rouge
      value: 5.746
      name: ROUGE-2
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2FlMjU2MzU1MTljZjM0ZmFhMmJlZDAxMTcwZDk3YWE5NjVjYjE0YmEyMTgzY2UyMTVmZDY5ZWM1YmM1ZDA5NSIsInZlcnNpb24iOjF9.5nDuOwa98pon3VW1TazB2Vw1uJgh6pfFMorzgLMJFvhgwYz6_MvLR1dDUeffP4eyw7rGZjBmf039AM7CyKEgCg
    - type: rouge
      value: 15.6794
      name: ROUGE-L
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjRmYzk3NWFhZDVlODA4YWRiMDU1ZWFhZmMwMWE4MmNkNmNjZWM3ZjUwYzI3MWIxM2Y4MTlhZDk2ZTg5YjkyYSIsInZlcnNpb24iOjF9.TLflM2CYNgz4DNt-TwjgdkTL8ebKckTNnlPVsGLUUGqNI1CvSswzsPedqmntCfKVsH2YAsKsR4ZUb1HtJFsSAw
    - type: rouge
      value: 32.1129
      name: ROUGE-LSUM
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzdhNWE1YjRjNGUzYWYyNzM4MjIyYThiODJhODU2OGVlOTYxOGNhZmQ4Mjk2ZDUwNmU0MGQwNjQ5NTk2MzU4ZiIsInZlcnNpb24iOjF9.5yvTmPktBuyzoVNHn7UHcci3OrZLTm7e9d_lQkJq8UwzUuso1wHoy_gdvnvpn2DvUfdcBi5sXgG4mtFnVnGgBw
    - type: loss
      value: 2.945225238800049
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOTgxNGRiN2RkMzQ5MjI2OGI0MTljZTY5ZDQyMzc5MjhmNzdhZWQ2NmJhYTgzOTRlMGY2YzkzZWE2NzVkYzVmNCIsInZlcnNpb24iOjF9.VkkP4-S6ZoozLj-iuY7tdsrSR0q1JLQXfgPv_0u2sJuv6x9RYMdCpfJHbqYbirV63b9w28USSwaAAMnz-LoJAA
    - type: gen_len
      value: 307.5493
      name: gen_len
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMmQ1YTgxYmRhYWViYjhhNmYzNjdlYzVhMTNmZTBkY2RiOTRlMTUzNTIzY2RjOTNhMjRmNGRmYjQyNTBmZWRiMiIsInZlcnNpb24iOjF9.7ItU-AQXB4EEj9U9kJceteBQbA5MkZoegeLhCdpZepEaXzqr6Zg3yHLCD9zL_6Svb9uxuin678KOT5Zf-2YWCQ
---


# long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP13 

> Evaluating some metric results before merging with the "main" wip version

This model is a fine-tuned version of [pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP12](https://huggingface.co/pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP12) on the `kmfoda/booksum`. 

The "base" checkpoint that I update when a training session is productive is [here](https://huggingface.co/pszemraj/long-t5-tglobal-large-pubmed-3k-booksum-16384-WIP)


## 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: 0.0006
- train_batch_size: 2
- eval_batch_size: 1
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 64
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 1.1

### Framework versions

- Transformers 4.21.2
- Pytorch 1.10.0+cu113
- Datasets 2.4.0
- Tokenizers 0.12.1