Instructions to use elizaveta-dev/T5-REF-CORRUPT-EN with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use elizaveta-dev/T5-REF-CORRUPT-EN with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="elizaveta-dev/T5-REF-CORRUPT-EN")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer = AutoTokenizer.from_pretrained("elizaveta-dev/T5-REF-CORRUPT-EN")
model = AutoModelForSeq2SeqLM.from_pretrained("elizaveta-dev/T5-REF-CORRUPT-EN", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use elizaveta-dev/T5-REF-CORRUPT-EN with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "elizaveta-dev/T5-REF-CORRUPT-EN"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "elizaveta-dev/T5-REF-CORRUPT-EN",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/elizaveta-dev/T5-REF-CORRUPT-EN

SGLang

How to use elizaveta-dev/T5-REF-CORRUPT-EN with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "elizaveta-dev/T5-REF-CORRUPT-EN" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "elizaveta-dev/T5-REF-CORRUPT-EN",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "elizaveta-dev/T5-REF-CORRUPT-EN" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "elizaveta-dev/T5-REF-CORRUPT-EN",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use elizaveta-dev/T5-REF-CORRUPT-EN with Docker Model Runner:
```
docker model run hf.co/elizaveta-dev/T5-REF-CORRUPT-EN
```

elizaveta-dev commited on Dec 2, 2025

Commit

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@@ -50,8 +50,10 @@ The model can perform automatic corrections of various referencing errors, inclu
 ### 1. Incorrect Citation Type (Parenthetical vs. Narrative)
 *Example of mistake:* (Lopez 2018; Chen 2012) found that cultural context strongly influences translation strategies.
 *Example of correction:* Lopez (2018) and Chen (2012) found that cultural context strongly influences translation strategies.
 *Example of mistake:* This topic has been widely researched Baker (2006).
 *Example of correction:* This topic has been widely researched (Baker 2006).
@@ -61,9 +63,12 @@ The model can perform automatic corrections of various referencing errors, inclu
 ### 2. Incorrect Citation for Two Authors
 *Example of mistake:* The concept of functional equivalence was analyzed by Baker & Green (2007).
 *Example of correction:* The concept of functional equivalence was analyzed by Baker and Green (2007).
 *Example of mistake:* Previous research (Müller, Schmidt 2001) highlights challenges in literary translation.
 *Example of correction:* Previous research (Müller & Schmidt 2001) highlights challenges in literary translation.
 ---

 ### 1. Incorrect Citation Type (Parenthetical vs. Narrative)
 *Example of mistake:* (Lopez 2018; Chen 2012) found that cultural context strongly influences translation strategies.
 *Example of correction:* Lopez (2018) and Chen (2012) found that cultural context strongly influences translation strategies.
 *Example of mistake:* This topic has been widely researched Baker (2006).
 *Example of correction:* This topic has been widely researched (Baker 2006).
 ### 2. Incorrect Citation for Two Authors
 *Example of mistake:* The concept of functional equivalence was analyzed by Baker & Green (2007).
 *Example of correction:* The concept of functional equivalence was analyzed by Baker and Green (2007).
 *Example of mistake:* Previous research (Müller, Schmidt 2001) highlights challenges in literary translation.
 *Example of correction:* Previous research (Müller & Schmidt 2001) highlights challenges in literary translation.
 ---