diff --git a/docs/source/en/_toctree.yml b/docs/source/en/_toctree.yml
index d87906159..435b482df 100644
--- a/docs/source/en/_toctree.yml
+++ b/docs/source/en/_toctree.yml
@@ -396,6 +396,8 @@
         title: ESM
       - local: model_doc/falcon
         title: Falcon
+      - local: model_doc/falcon3
+        title: Falcon3
       - local: model_doc/falcon_mamba
         title: FalconMamba
       - local: model_doc/fastspeech2_conformer
diff --git a/docs/source/en/index.md b/docs/source/en/index.md
index a40bb8254..3bd1c286d 100644
--- a/docs/source/en/index.md
+++ b/docs/source/en/index.md
@@ -141,6 +141,7 @@ Flax), PyTorch, and/or TensorFlow.
 |                           [ESM](model_doc/esm)                           |       ✅        |         ✅         |      ❌      |
 |              [FairSeq Machine-Translation](model_doc/fsmt)               |       ✅        |         ❌         |      ❌      |
 |                        [Falcon](model_doc/falcon)                        |       ✅        |         ❌         |      ❌      |
+|                       [Falcon3](model_doc/falcon3)                       |       ✅        |         ❌         |      ✅      |
 |                  [FalconMamba](model_doc/falcon_mamba)                   |       ✅        |         ❌         |      ❌      |
 |         [FastSpeech2Conformer](model_doc/fastspeech2_conformer)          |       ✅        |         ❌         |      ❌      |
 |                       [FLAN-T5](model_doc/flan-t5)                       |       ✅        |         ✅         |      ✅      |
diff --git a/docs/source/en/model_doc/falcon3.md b/docs/source/en/model_doc/falcon3.md
new file mode 100644
index 000000000..813533dd7
--- /dev/null
+++ b/docs/source/en/model_doc/falcon3.md
@@ -0,0 +1,29 @@
+<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
+an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
+
+⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
+rendered properly in your Markdown viewer.
+
+-->
+
+# Falcon3
+
+## Overview
+
+Falcon3 represents a natural evolution from previous releases, emphasizing expanding the models' science, math, and code capabilities. This iteration includes five base models: Falcon3-1B-Base, Falcon3-3B-Base, Falcon3-Mamba-7B-Base, Falcon3-7B-Base, and Falcon3-10B-Base. In developing these models, we incorporated several key innovations aimed at improving the models' performances while reducing training costs:
+
+One pre-training: We conducted a single large-scale pretraining run on the 7B model, using 2048 H100 GPU chips, leveraging 14 trillion tokens featuring web, code, STEM, and curated high-quality and multilingual data.
+Depth up-scaling for improved reasoning: Building on recent studies on the effects of model depth, we upscaled the 7B model to a 10B parameters model by duplicating the redundant layers and continuing pre-training with 2TT of high-quality data. This yielded Falcon3-10B-Base which achieves state-of-the-art zero-shot and few-shot performance for models under 13B parameters.
+Knowledge distillation for better tiny models: To provide compact and efficient alternatives, we developed Falcon3-1B-Base and Falcon3-3B-Base by leveraging pruning and knowledge distillation techniques, using less than 100GT of curated high-quality data, thereby redefining pre-training efficiency.
+
+## Resources
+- [Blog post](https://huggingface.co/blog/falcon3)
+- [Models on Huggingface](https://huggingface.co/collections/tiiuae/falcon3-67605ae03578be86e4e87026)
diff --git a/src/transformers/models/auto/configuration_auto.py b/src/transformers/models/auto/configuration_auto.py
index 1fb7464f4..d7d8281c2 100644
--- a/src/transformers/models/auto/configuration_auto.py
+++ b/src/transformers/models/auto/configuration_auto.py
@@ -415,6 +415,7 @@ MODEL_NAMES_MAPPING = OrderedDict(
         ("ernie_m", "ErnieM"),
         ("esm", "ESM"),
         ("falcon", "Falcon"),
+        ("falcon3", "Falcon3"),
         ("falcon_mamba", "FalconMamba"),
         ("fastspeech2_conformer", "FastSpeech2Conformer"),
         ("flan-t5", "FLAN-T5"),
diff --git a/utils/check_table.py b/utils/check_table.py
index 4a392a58f..957bfd5af 100644
--- a/utils/check_table.py
+++ b/utils/check_table.py
@@ -157,6 +157,7 @@ MODEL_NAMES_WITH_SAME_CONFIG = {
     "LayoutXLM": "LayoutLMv2",
     "Llama2": "LLaMA",
     "Llama3": "LLaMA",
+    "Falcon3": "LLaMA",
     "MADLAD-400": "T5",
     "MatCha": "Pix2Struct",
     "mBART-50": "mBART",