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rwlinno
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mora-brain-eval-results

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Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code:   StreamingRowsError
Exception:    CastError
Message:      Couldn't cast
MMBench_DEV_EN_V11: double
MMStar: double
MMMU_DEV_VAL: double
AI2D_TEST: double
MathVista_MINI: double
TextVQA_VAL: double
ChartQA_TEST: double
DocVQA_VAL: double
HallusionBench: double
POPE: double
_avg: double
Qwen2-VL-7B-Instruct: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: double
  child 6, MMStar: double
  child 7, MathVista_MINI: double
  child 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
internvl3_5_8b: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: double
  child 6, MMStar: double
  child 7, MathVista_MINI: double
  child 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
InternVL2_5-8B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: 
...
d 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
Pelican1.0-VL-7B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: double
  child 6, MMStar: double
  child 7, MathVista_MINI: double
  child 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
InternVL3-8B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: double
  child 6, MMStar: double
  child 7, MathVista_MINI: double
  child 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
qwen2_5_vl_7b: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
  child 0, AI2D_TEST: double
  child 1, ChartQA_TEST: double
  child 2, DocVQA_VAL: double
  child 3, HallusionBench: double
  child 4, MMBench_DEV_EN_V11: double
  child 5, MMMU_DEV_VAL: double
  child 6, MMStar: double
  child 7, MathVista_MINI: double
  child 8, POPE: double
  child 9, TextVQA_VAL: double
  child 10, _avg: double
to
{'Cosmos-Reason1-7B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'InternVL2_5-8B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'InternVL3-8B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'L1_pointing': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')
...
'internvl3_5_14b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'internvl3_5_8b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'qwen2_5_vl_7b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'qwen3_vl_8b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/utils.py", line 99, in get_rows_or_raise
                  return get_rows(
                         ^^^^^^^^^
                File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
                  return func(*args, **kwargs)
                         ^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/utils.py", line 77, in get_rows
                  rows_plus_one = list(itertools.islice(ds, rows_max_number + 1))
                                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2690, in __iter__
                  for key, example in ex_iterable:
                                      ^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2227, in __iter__
                  for key, pa_table in self._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2251, in _iter_arrow
                  for key, pa_table in self.ex_iterable._iter_arrow():
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 494, in _iter_arrow
                  for key, pa_table in iterator:
                                       ^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 384, in _iter_arrow
                  for key, pa_table in self.generate_tables_fn(**gen_kwags):
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              MMBench_DEV_EN_V11: double
              MMStar: double
              MMMU_DEV_VAL: double
              AI2D_TEST: double
              MathVista_MINI: double
              TextVQA_VAL: double
              ChartQA_TEST: double
              DocVQA_VAL: double
              HallusionBench: double
              POPE: double
              _avg: double
              Qwen2-VL-7B-Instruct: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: double
                child 6, MMStar: double
                child 7, MathVista_MINI: double
                child 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              internvl3_5_8b: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: double
                child 6, MMStar: double
                child 7, MathVista_MINI: double
                child 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              InternVL2_5-8B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: 
              ...
              d 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              Pelican1.0-VL-7B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: double
                child 6, MMStar: double
                child 7, MathVista_MINI: double
                child 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              InternVL3-8B: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: double
                child 6, MMStar: double
                child 7, MathVista_MINI: double
                child 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              qwen2_5_vl_7b: struct<AI2D_TEST: double, ChartQA_TEST: double, DocVQA_VAL: double, HallusionBench: double, MMBench_ (... 130 chars omitted)
                child 0, AI2D_TEST: double
                child 1, ChartQA_TEST: double
                child 2, DocVQA_VAL: double
                child 3, HallusionBench: double
                child 4, MMBench_DEV_EN_V11: double
                child 5, MMMU_DEV_VAL: double
                child 6, MMStar: double
                child 7, MathVista_MINI: double
                child 8, POPE: double
                child 9, TextVQA_VAL: double
                child 10, _avg: double
              to
              {'Cosmos-Reason1-7B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'InternVL2_5-8B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'InternVL3-8B': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'L1_pointing': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')
              ...
              'internvl3_5_14b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'internvl3_5_8b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'qwen2_5_vl_7b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}, 'qwen3_vl_8b': {'AI2D_TEST': Value('float64'), 'ChartQA_TEST': Value('float64'), 'DocVQA_VAL': Value('float64'), 'HallusionBench': Value('float64'), 'MMBench_DEV_EN_V11': Value('float64'), 'MMMU_DEV_VAL': Value('float64'), 'MMStar': Value('float64'), 'MathVista_MINI': Value('float64'), 'POPE': Value('float64'), 'TextVQA_VAL': Value('float64'), '_avg': Value('float64')}}
              because column names don't match
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MoRA-Brain Anti-Forgetting Baseline Results (eval_May13)

Consolidated evaluation of 15+ VLM baselines on 10 general benchmarks (MMBench, MMStar, MMMU, AI2D, MathVista, TextVQA, ChartQA, DocVQA, HallusionBench, POPE) using the eval_general pipeline from RWLinno/MoRA-Brain.
Results (avg across 10 benchmarks)

Model	Avg
Pelican1.0-VL-7B	76.17
RynnBrain-8B	74.3
L3_temporal	73.4
Qwen2-VL-7B-Instruct	72.32
LLaVA-OV-7B	72.19
L2_spatial	71.43
InternVL2_5-8B	69.39
L1_pointing	69.13
Cosmos-Reason1-7B	68.24
qwen2_5_vl_7b	66.87
internvl3_5_8b	61.37
backbone	60.4
qwen3_vl_8b	59.28
InternVL3-8B	57.43
MiniCPM-V-2_6	54.9
internvl3_5_14b	50.78
SpatialBot-3B	48.77
Files

all_results.json: every model's per-benchmark scores and avg
per_model/{model}/summary.json: raw per-model dump
Downloads last month: 39
Total file size:
16.7 kB