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Model: FBK-MT/Qwen3-8B-GNR-it-clean
Source: Original Platform
---
 .gitattributes                   |  58 +++++
 README.md                        | 173 +++++++++++++
 added_tokens.json                |  28 +++
 chat_template.jinja              |  85 +++++++
 config.json                      |  30 +++
 configuration.json               |   1 +
 generation_config.json           |   6 +
 merges.txt                       |   3 +
 model-00001-of-00007.safetensors |   3 +
 model-00002-of-00007.safetensors |   3 +
 model-00003-of-00007.safetensors |   3 +
 model-00004-of-00007.safetensors |   3 +
 model-00005-of-00007.safetensors |   3 +
 model-00006-of-00007.safetensors |   3 +
 model-00007-of-00007.safetensors |   3 +
 model.safetensors.index.json     | 406 +++++++++++++++++++++++++++++++
 special_tokens_map.json          |  31 +++
 tokenizer.json                   |   3 +
 tokenizer_config.json            | 239 ++++++++++++++++++
 vocab.json                       |   3 +
 20 files changed, 1087 insertions(+)
 create mode 100644 .gitattributes
 create mode 100644 README.md
 create mode 100644 added_tokens.json
 create mode 100644 chat_template.jinja
 create mode 100644 config.json
 create mode 100644 configuration.json
 create mode 100644 generation_config.json
 create mode 100644 merges.txt
 create mode 100644 model-00001-of-00007.safetensors
 create mode 100644 model-00002-of-00007.safetensors
 create mode 100644 model-00003-of-00007.safetensors
 create mode 100644 model-00004-of-00007.safetensors
 create mode 100644 model-00005-of-00007.safetensors
 create mode 100644 model-00006-of-00007.safetensors
 create mode 100644 model-00007-of-00007.safetensors
 create mode 100644 model.safetensors.index.json
 create mode 100644 special_tokens_map.json
 create mode 100644 tokenizer.json
 create mode 100644 tokenizer_config.json
 create mode 100644 vocab.json

diff --git a/.gitattributes b/.gitattributes
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+*.7z filter=lfs diff=lfs merge=lfs -text
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+*.bin filter=lfs diff=lfs merge=lfs -text
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+model-00007-of-00007.safetensors filter=lfs diff=lfs merge=lfs -text
+vocab.json filter=lfs diff=lfs merge=lfs -text
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diff --git a/README.md b/README.md
new file mode 100644
index 0000000..cda4eb9
--- /dev/null
+++ b/README.md
@@ -0,0 +1,173 @@
+---
+license: apache-2.0
+datasets:
+- FBK-MT/GNR-it
+language:
+- it
+base_model:
+- Qwen/Qwen3-8B
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- rewriting
+- fairness
+- gender-inclusive
+- gender-neutral
+metrics:
+- accuracy
+- bertscore
+---
+
+# Qwen3-8B-GNR-it-clean
+
+Qwen3-8B-GNR-it-clean is a fine-tuned version of [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) for the task of gender-neutral rewriting (GNR) in Italian.
+
+## Table of Contents
+1. [Overview](#overview)
+2. [Usage](#Usage)
+3. [License](#license)
+4. [Citation](#citation)
+5. [Contributions](#contributions)
+
+## Overview
+
+This model is part of a family release of four models (8B/14B × clean/full) trained on [GNR-it](https://huggingface.co/datasets/FBK-MT/GNR-it), a dataset of parallel Italian gendered and gender-neutral sentences.
+The _clean_ variants are trained on a BERTScore-filtered subset of the data, whereas the _full_ ones use the complete dataset.
+Here is the complete family of models:
+
+- [Qwen3-8B-GNR-it-clean](https://huggingface.co/FBK-MT/Qwen3-8B-GNR-it-clean)
+- [Qwen3-8B-GNR-it-full](https://huggingface.co/FBK-MT/Qwen3-8B-GNR-it-full)
+- [Qwen3-14B-GNR-it-clean](https://huggingface.co/FBK-MT/Qwen3-14B-GNR-it-clean)
+- [Qwen3-14B-GNR-it-full](https://huggingface.co/FBK-MT/Qwen3-14B-GNR-it-full)
+
+We are releasing these models to support reproducibility of the experiments reported in the paper [Gender-Neutral Rewriting in Italian: Models, Approaches,
+and Trade-offs]([PLACEHOLDER](https://arxiv.org/abs/2509.13480)) and provide the community with open baselines for GNR in Italian.
+The models are not intended as prescriptive tools for language use, but rather as research artifacts to study fairness in natural language generation.
+
+For more information about these models, please check the paper [pre-print]([PLACEHOLDER](https://arxiv.org/abs/2509.13480)).
+
+## Usage
+
+This model is supported in Hugging Face 🤗 Transformers and vLLM. 
+
+### Simple inference
+To run the model, first install the Transformers library. 
+
+```sh
+pip install transformers>=4.51.0
+```
+
+Then run standard inference:
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_name = "FBK-MT/Qwen3-8B-GNR-it-clean"
+
+# load the tokenizer and the model
+tokenizer = AutoTokenizer.from_pretrained(model_name)
+model = AutoModelForCausalLM.from_pretrained(
+    model_name,
+    torch_dtype="auto",
+    device_map="auto"
+)
+
+# prepare the model input
+system_message = "Rewrite the following Italian sentence using a gender-neutral language in reference to human beings, avoiding masculine or feminine forms."
+input_sentence = "Sono convinto che dobbiamo tutelare tutti i cittadini, a partire dai più poveri."
+messages = [
+    {"role": "system", "content": system_message},
+    {"role": "user", "content": input_sentence}
+]
+text = tokenizer.apply_chat_template(
+    messages,
+    tokenize=False,
+    add_generation_prompt=True,
+    enable_thinking=False
+)
+model_inputs = tokenizer([text], return_tensors="pt").to(model.device)
+
+generated_ids = model.generate(
+    **model_inputs,
+    max_new_tokens=200
+)
+output_ids = generated_ids[0][len(model_inputs.input_ids[0]):].tolist() 
+
+result = tokenizer.decode(output_ids[0][model_inputs["input_ids"].shape[-1]:])
+print(result)
+# "Sono dell'opinione che dobbiamo tutelare tutte le fasce sociali, a partire dalle più deboli"
+```
+
+### Batch inference
+
+To perform batched inference we recommend using [vLLM](https://docs.vllm.ai/en/latest/index.html).
+
+First, install the library following [the official guide](https://docs.vllm.ai/en/latest/getting_started/installation/).
+
+Then, prepare a list of inputs and let vLLM handle batching:
+
+```python
+import torch
+from vllm import LLM
+
+model = LLM(
+    model='FBK-MT/Qwen3-8B-GNR-it-clean',
+    enable_prefix_caching=True,
+    disable_sliding_window=True,
+    tensor_parallel_size=torch.cuda.device_count(),
+    gpu_memory_utilization=0.9,
+    trust_remote_code=True)
+
+system_message = "Rewrite the following Italian sentence using a gender-neutral language in reference to human beings, avoiding masculine or feminine forms."
+input_sentences = [
+    "Il candidato che è stato scelto per la posizione ha dimostrato di avere un'ottima preparazione e di essere adeguadatmente preparato.",
+    "Verrà istituito un sistema di informazione per i consumatori che acquistano prodotti elettronici.",
+    "Lo studente deve consegnare il compito entro venerdì."
+]
+
+tokenizer = model.get_tokenizer()
+
+input_data = [
+    tokenizer.apply_chat_template(
+        [
+            {"role": "system", "content": system_message},
+            {"role": "user", "content": text},
+        ],
+        add_generation_prompt=True,
+        tokenize=False,
+        enable_thinking=False
+    )
+    for text in input_sentences
+]
+
+responses = model.generate(input_data, use_tqdm=True)
+results = [response.outputs[0].text for response in responses]
+print(results)
+# ["La persona che è stata scelta per la posizione ha dimostrato di avere un'ottima preparazione e di essere adeguatamente qualificata.",
+# "Verrà istituito un sistema di informazione per i soggetti che acquistano prodotti elettronici.",
+# "Il compito deve essere consegnato entro venerdì."]
+```
+
+## License
+
+We release this model under the Apache 2.0 license.
+
+## Citation
+
+If you this model in your work, please cite:
+
+```
+@misc{piergentili2025genderneutralrewritingitalianmodels,
+      title={Gender-Neutral Rewriting in Italian: Models, Approaches, and Trade-offs}, 
+      author={Andrea Piergentili and Beatrice Savoldi and Matteo Negri and Luisa Bentivogli},
+      year={2025},
+      eprint={2509.13480},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL},
+      url={https://arxiv.org/abs/2509.13480}, 
+}
+```
+
+## Contributions
+
+Thanks to [@apiergentili](https://huggingface.co/apiergentili) for adding this model.
diff --git a/added_tokens.json b/added_tokens.json
new file mode 100644
index 0000000..b54f913
--- /dev/null
+++ b/added_tokens.json
@@ -0,0 +1,28 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000..699ff8d
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,85 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" and not(message.content.startswith('<tool_response>') and message.content.endswith('</tool_response>')) %}
+        {%- set ns.multi_step_tool = false %}
+        {%- set ns.last_query_index = index %}
+    {%- endif %}
+{%- endfor %}
+{%- for message in messages %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set content = message.content %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in message.content %}
+                {%- set content = message.content.split('</think>')[-1].lstrip('\n') %}
+                {%- set reasoning_content = message.content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {%- if loop.last or (not loop.last and reasoning_content) %}
+                {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content.strip('\n') + '\n</think>\n\n' + content.lstrip('\n') }}
+            {%- else %}
+                {{- '<|im_start|>' + message.role + '\n' + content }}
+            {%- endif %}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- message.content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000..ed97fc4
--- /dev/null
+++ b/config.json
@@ -0,0 +1,30 @@
+{
+  "architectures": [
+    "Qwen3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 12288,
+  "max_position_embeddings": 40960,
+  "max_window_layers": 36,
+  "model_type": "qwen3",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 36,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float32",
+  "transformers_version": "4.52.3",
+  "use_cache": true,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}
diff --git a/configuration.json b/configuration.json
new file mode 100644
index 0000000..bbeeda1
--- /dev/null
+++ b/configuration.json
@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
\ No newline at end of file
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000..ccaf6dc
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,6 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 151643,
+  "eos_token_id": 151645,
+  "transformers_version": "4.52.3"
+}
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new file mode 100644
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new file mode 100644
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+    },
+    "151651": {
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+    "151668": {
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+      "special": false
+    }
+  },
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+    "<|box_start|>",
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+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}
diff --git a/vocab.json b/vocab.json
new file mode 100644
index 0000000..6c49fc6
--- /dev/null
+++ b/vocab.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910
+size 2776833