diff --git a/tests/base/model_test_registry.py b/tests/base/model_test_registry.py
index c59c7421..c68c6d5e 100644
--- a/tests/base/model_test_registry.py
+++ b/tests/base/model_test_registry.py
@@ -2356,6 +2356,90 @@
         "input_factory_kwargs": {"seq_len": 16},
         "expected_output_shape": {"start_logits": (2, 16), "end_logits": (2, 16)},
     },
+    "BartModel": {
+        "module": "zeromodels.models.bart",
+        "model_cls": "BartModel",
+        "model_type": "llm",
+        "init_kwargs": {
+            "vocab_size": 128,
+            "hidden_dim": 32,
+            "encoder_num_layers": 2,
+            "decoder_num_layers": 2,
+            "encoder_attention_heads": 4,
+            "decoder_attention_heads": 4,
+            "encoder_ffn_dim": 64,
+            "decoder_ffn_dim": 64,
+            "max_position_embeddings": 32,
+        },
+        "input_factory": "t5_input",
+        "input_factory_kwargs": {"seq_len": 16, "decoder_seq_len": 8},
+        "expected_output_shape": {
+            "last_hidden_state": (2, 8, 32),
+            "encoder_last_hidden_state": (2, 16, 32),
+        },
+    },
+    "BartConditionalGenerate": {
+        "module": "zeromodels.models.bart",
+        "model_cls": "BartConditionalGenerate",
+        "model_type": "llm",
+        "init_kwargs": {
+            "vocab_size": 128,
+            "hidden_dim": 32,
+            "encoder_num_layers": 2,
+            "decoder_num_layers": 2,
+            "encoder_attention_heads": 4,
+            "decoder_attention_heads": 4,
+            "encoder_ffn_dim": 64,
+            "decoder_ffn_dim": 64,
+            "max_position_embeddings": 32,
+        },
+        "input_factory": "t5_input",
+        "input_factory_kwargs": {"seq_len": 16, "decoder_seq_len": 8},
+        "expected_output_shape": {
+            "last_hidden_state": (2, 8, 32),
+            "encoder_last_hidden_state": (2, 16, 32),
+            "logits": (2, 8, 128),
+        },
+    },
+    "BartSequenceClassify": {
+        "module": "zeromodels.models.bart",
+        "model_cls": "BartSequenceClassify",
+        "model_type": "llm",
+        "init_kwargs": {
+            "vocab_size": 128,
+            "hidden_dim": 32,
+            "encoder_num_layers": 2,
+            "decoder_num_layers": 2,
+            "encoder_attention_heads": 4,
+            "decoder_attention_heads": 4,
+            "encoder_ffn_dim": 64,
+            "decoder_ffn_dim": 64,
+            "max_position_embeddings": 32,
+            "num_labels": 3,
+        },
+        "input_factory": "t5_encoder_input",
+        "input_factory_kwargs": {"seq_len": 16},
+        "expected_output_shape": (2, 3),
+    },
+    "BartQnA": {
+        "module": "zeromodels.models.bart",
+        "model_cls": "BartQnA",
+        "model_type": "llm",
+        "init_kwargs": {
+            "vocab_size": 128,
+            "hidden_dim": 32,
+            "encoder_num_layers": 2,
+            "decoder_num_layers": 2,
+            "encoder_attention_heads": 4,
+            "decoder_attention_heads": 4,
+            "encoder_ffn_dim": 64,
+            "decoder_ffn_dim": 64,
+            "max_position_embeddings": 32,
+        },
+        "input_factory": "t5_encoder_input",
+        "input_factory_kwargs": {"seq_len": 16},
+        "expected_output_shape": {"start_logits": (2, 16), "end_logits": (2, 16)},
+    },
     "BertModel": {
         "module": "zeromodels.models.bert",
         "model_cls": "BertModel",
diff --git a/tests/fixtures/cross_backend_parity.json b/tests/fixtures/cross_backend_parity.json
index 70e27c96..c9be97b1 100644
--- a/tests/fixtures/cross_backend_parity.json
+++ b/tests/fixtures/cross_backend_parity.json
@@ -1,4 +1,471 @@
 {
+ "BartConditionalGenerate": [
+  {
+   "shape": [
+    2,
+    16,
+    32
+   ],
+   "sample": [
+    -0.045629,
+    -0.015995,
+    -0.04584,
+    -0.016489,
+    -0.046488,
+    0.007977,
+    0.08007,
+    0.006455,
+    0.077616,
+    0.01086,
+    0.040044,
+    -0.002418,
+    0.039532,
+    8.6e-05,
+    -0.005188,
+    -0.001721,
+    -0.004609,
+    -0.004943,
+    -0.014366,
+    -0.005109,
+    -0.014451,
+    0.004622,
+    -0.009322,
+    0.004263,
+    -0.012089,
+    0.004254,
+    0.00167,
+    -0.02902,
+    0.013354,
+    -0.029042,
+    -0.018903,
+    0.003579,
+    -0.01923,
+    0.003615,
+    -0.031424,
+    0.014926,
+    -0.031926,
+    0.016058,
+    -0.014396,
+    -0.003727,
+    -0.014458,
+    -0.003636,
+    0.003686,
+    0.020906,
+    0.006667,
+    0.021055,
+    0.007164,
+    -0.06098,
+    0.002818,
+    -0.060315,
+    0.002815,
+    0.014172,
+    -0.005455,
+    0.015238,
+    -0.005348,
+    -0.000647,
+    -0.014952,
+    -0.000546,
+    -0.015215,
+    -0.008536,
+    0.016109,
+    -0.008881,
+    0.016623,
+    -0.008043
+   ]
+  },
+  {
+   "shape": [
+    2,
+    8,
+    32
+   ],
+   "sample": [
+    -0.003057,
+    -0.032961,
+    0.007522,
+    -0.002054,
+    -0.003044,
+    -0.032961,
+    0.00752,
+    -0.002026,
+    -0.003054,
+    -0.034907,
+    0.026296,
+    -0.042875,
+    -0.040833,
+    -0.035029,
+    0.026275,
+    -0.042822,
+    -0.040937,
+    -0.035068,
+    0.030709,
+    -0.034514,
+    -0.065917,
+    0.00501,
+    0.030799,
+    -0.034461,
+    -0.065893,
+    0.00502,
+    0.030487,
+    0.004971,
+    -0.036882,
+    -0.024988,
+    -0.009892,
+    0.004953,
+    -0.037139,
+    -0.02531,
+    -0.009921,
+    0.004986,
+    0.033659,
+    -0.006406,
+    -0.015556,
+    -0.000915,
+    0.032601,
+    -0.006399,
+    -0.015502,
+    -0.000936,
+    0.032995,
+    -0.006932,
+    -0.020991,
+    0.019133,
+    -0.015691,
+    -0.006929,
+    -0.020998,
+    0.019234,
+    -0.015538,
+    -0.006927,
+    0.000436,
+    -0.070966,
+    0.019877,
+    -0.025448,
+    0.00028,
+    -0.068742,
+    0.019893,
+    -0.025393,
+    0.000336,
+    -0.04234
+   ]
+  },
+  {
+   "shape": [
+    2,
+    8,
+    128
+   ],
+   "sample": [
+    0.017134,
+    -0.00781,
+    0.000839,
+    0.005244,
+    0.000137,
+    -0.005838,
+    -0.014909,
+    0.016994,
+    0.005994,
+    -0.028245,
+    -0.013149,
+    0.010292,
+    -0.000747,
+    -0.006892,
+    0.024968,
+    0.004003,
+    0.012783,
+    0.007287,
+    0.012294,
+    -0.008029,
+    0.037378,
+    -0.020914,
+    0.035682,
+    0.019984,
+    -0.002951,
+    0.025353,
+    0.013376,
+    -0.029729,
+    -0.015842,
+    -4.9e-05,
+    0.032712,
+    -0.027618,
+    -0.008007,
+    0.011081,
+    -0.011713,
+    -0.005795,
+    0.009777,
+    -0.019756,
+    -0.035538,
+    -0.011392,
+    -0.002458,
+    -0.004896,
+    0.006239,
+    0.01323,
+    -0.029386,
+    -0.006449,
+    -0.025356,
+    0.035827,
+    0.01171,
+    -0.011475,
+    0.007274,
+    -0.016466,
+    0.007971,
+    0.010488,
+    -0.00854,
+    -0.021537,
+    -0.023269,
+    -0.003491,
+    -0.006641,
+    0.017053,
+    0.041385,
+    0.002612,
+    -0.030184,
+    0.021758
+   ]
+  }
+ ],
+ "BartModel": [
+  {
+   "shape": [
+    2,
+    16,
+    32
+   ],
+   "sample": [
+    -0.045629,
+    -0.015995,
+    -0.04584,
+    -0.016489,
+    -0.046488,
+    0.007977,
+    0.08007,
+    0.006455,
+    0.077616,
+    0.01086,
+    0.040044,
+    -0.002418,
+    0.039532,
+    8.6e-05,
+    -0.005188,
+    -0.001721,
+    -0.004609,
+    -0.004943,
+    -0.014366,
+    -0.005109,
+    -0.014451,
+    0.004622,
+    -0.009322,
+    0.004263,
+    -0.012089,
+    0.004254,
+    0.00167,
+    -0.02902,
+    0.013354,
+    -0.029042,
+    -0.018903,
+    0.003579,
+    -0.01923,
+    0.003615,
+    -0.031424,
+    0.014926,
+    -0.031926,
+    0.016058,
+    -0.014396,
+    -0.003727,
+    -0.014458,
+    -0.003636,
+    0.003686,
+    0.020906,
+    0.006667,
+    0.021055,
+    0.007164,
+    -0.06098,
+    0.002818,
+    -0.060315,
+    0.002815,
+    0.014172,
+    -0.005455,
+    0.015238,
+    -0.005348,
+    -0.000647,
+    -0.014952,
+    -0.000546,
+    -0.015215,
+    -0.008536,
+    0.016109,
+    -0.008881,
+    0.016623,
+    -0.008043
+   ]
+  },
+  {
+   "shape": [
+    2,
+    8,
+    32
+   ],
+   "sample": [
+    -0.003057,
+    -0.032961,
+    0.007522,
+    -0.002054,
+    -0.003044,
+    -0.032961,
+    0.00752,
+    -0.002026,
+    -0.003054,
+    -0.034907,
+    0.026296,
+    -0.042875,
+    -0.040833,
+    -0.035029,
+    0.026275,
+    -0.042822,
+    -0.040937,
+    -0.035068,
+    0.030709,
+    -0.034514,
+    -0.065917,
+    0.00501,
+    0.030799,
+    -0.034461,
+    -0.065893,
+    0.00502,
+    0.030487,
+    0.004971,
+    -0.036882,
+    -0.024988,
+    -0.009892,
+    0.004953,
+    -0.037139,
+    -0.02531,
+    -0.009921,
+    0.004986,
+    0.033659,
+    -0.006406,
+    -0.015556,
+    -0.000915,
+    0.032601,
+    -0.006399,
+    -0.015502,
+    -0.000936,
+    0.032995,
+    -0.006932,
+    -0.020991,
+    0.019133,
+    -0.015691,
+    -0.006929,
+    -0.020998,
+    0.019234,
+    -0.015538,
+    -0.006927,
+    0.000436,
+    -0.070966,
+    0.019877,
+    -0.025448,
+    0.00028,
+    -0.068742,
+    0.019893,
+    -0.025393,
+    0.000336,
+    -0.04234
+   ]
+  }
+ ],
+ "BartQnA": [
+  {
+   "shape": [
+    2,
+    16
+   ],
+   "sample": [
+    -0.026378,
+    -0.026354,
+    -0.026368,
+    -0.026356,
+    -0.026373,
+    -0.026342,
+    -0.02633,
+    -0.026312,
+    -0.026355,
+    -0.026359,
+    -0.026343,
+    -0.026371,
+    -0.026366,
+    -0.026391,
+    -0.02638,
+    -0.026337,
+    -0.026379,
+    -0.026345,
+    -0.026348,
+    -0.02637,
+    -0.026363,
+    -0.026382,
+    -0.026368,
+    -0.026316,
+    -0.026337,
+    -0.026352,
+    -0.026355,
+    -0.02636,
+    -0.026342,
+    -0.026362,
+    -0.026365,
+    -0.026347
+   ]
+  },
+  {
+   "shape": [
+    2,
+    16
+   ],
+   "sample": [
+    0.019905,
+    0.019923,
+    0.019907,
+    0.019921,
+    0.019927,
+    0.019932,
+    0.01992,
+    0.019927,
+    0.019935,
+    0.019911,
+    0.019958,
+    0.019945,
+    0.019925,
+    0.019943,
+    0.019943,
+    0.019925,
+    0.019905,
+    0.019927,
+    0.01993,
+    0.019928,
+    0.019941,
+    0.019939,
+    0.019929,
+    0.019922,
+    0.019937,
+    0.019915,
+    0.019958,
+    0.019922,
+    0.019904,
+    0.019924,
+    0.019948,
+    0.019911
+   ]
+  }
+ ],
+ "BartSequenceClassify": [
+  {
+   "shape": [
+    2,
+    3
+   ],
+   "sample": [
+    0.003965,
+    -0.002365,
+    0.03728,
+    0.00396,
+    -0.002363,
+    0.037283
+   ]
+  }
+ ],
  "BeitImageClassify": [
   {
    "shape": [
diff --git a/zeromodels/auto/auto_mapping_names.py b/zeromodels/auto/auto_mapping_names.py
index 514fd155..c3ec9f08 100644
--- a/zeromodels/auto/auto_mapping_names.py
+++ b/zeromodels/auto/auto_mapping_names.py
@@ -21,6 +21,7 @@
         "granite_speech5_ctc": "GraniteSpeech5CTC",
     },
     "ConditionalGenerate": {
+        "bart": "BartConditionalGenerate",
         "deepseek_vl": "DeepseekVLConditionalGenerate",
         "deepseek_vl_hybrid": "DeepseekVLHybridConditionalGenerate",
         "gemma3": "Gemma3ConditionalGenerate",
@@ -145,6 +146,7 @@
         "xlm_roberta": "XLMRobertaMaskedLM",
     },
     "Model": {
+        "bart": "BartModel",
         "beit": "BeitModel",
         "bert": "BertModel",
         "cait": "CaiTModel",
@@ -307,6 +309,7 @@
         "detr": "DETRPanopticSegment",
     },
     "QnA": {
+        "bart": "BartQnA",
         "bert": "BertQnA",
         "deberta": "DebertaQnA",
         "deberta_v2": "DebertaV2QnA",
@@ -332,6 +335,7 @@
         "tipsv2_dpt": "Tipsv2DptSemanticSegment",
     },
     "SequenceClassify": {
+        "bart": "BartSequenceClassify",
         "bert": "BertSequenceClassify",
         "deberta": "DebertaSequenceClassify",
         "deberta_v2": "DebertaV2SequenceClassify",
@@ -490,6 +494,7 @@
 
 CONFIG_MAPPING_NAMES = {
     "autoencoder_kl": "AutoencoderKLConfig",
+    "bart": "BartConfig",
     "beit": "BeitConfig",
     "bert": "BertConfig",
     "cait": "CaiTConfig",
@@ -694,6 +699,7 @@
 }
 
 TOKENIZER_MAPPING_NAMES = {
+    "bart": "BartTokenizer",
     "bert": "BertTokenizer",
     "clip": "CLIPTokenizer",
     "deberta": "DebertaTokenizer",
diff --git a/zeromodels/models/__init__.py b/zeromodels/models/__init__.py
index 4707d7a9..67346365 100644
--- a/zeromodels/models/__init__.py
+++ b/zeromodels/models/__init__.py
@@ -1,4 +1,5 @@
 from zeromodels.models import (
+    bart,
     beit,
     bert,
     cait,