Datasets:

steven0226
/

tmmluplus-local-llm-results

Error code:   DatasetGenerationError
Exception:    TypeError
Message:      Couldn't cast array of type string to null
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2303, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1852, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2143, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1854, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2005, in array_cast
                  raise TypeError(f"Couldn't cast array of type {_short_str(array.type)} to {_short_str(pa_type)}")
              TypeError: Couldn't cast array of type string to null
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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tag string	model string	subject string	qidx int64	gold string	ts timestamp[s]	extracted string	correct bool	invalid bool	raw_output string	thinking null	extraction_rule string	latency_s float64	error null	done_reason string	eval_tokens int64	prompt_tokens int64
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	0	A	2026-07-12T05:24:11	A	true	false	正確答案：A	null	keyword	2.391	null	stop	5	201
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	1	C	2026-07-12T05:24:13	D	false	false	D	null	single_letter	2.234	null	stop	2	344
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	2	C	2026-07-12T05:24:15	C	true	false	正確答案：C	null	keyword	2.532	null	stop	5	295
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	3	B	2026-07-12T05:24:18	B	true	false	3	null	option_text_exact	2.187	null	stop	2	188
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	4	D	2026-07-12T05:24:20	D	true	false	Ｄ	null	single_letter	2.39	null	stop	4	199
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	5	A	2026-07-12T05:24:22	C	false	false	C	null	single_letter	2.203	null	stop	2	228
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	6	B	2026-07-12T05:24:24	B	true	false	0.4	null	option_text_exact	2.407	null	stop	4	207
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	7	C	2026-07-12T05:24:27	A	false	false	3	null	option_text_exact	2.172	null	stop	2	194
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	8	B	2026-07-12T05:24:29	null	false	true	請注意，我無法回答整份測驗，但我可以解答一個問題。在給定的機率質量函數下，計算期望值和變異數。	null	invalid	2.546	null	stop	35	240
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	9	A	2026-07-12T05:24:32	A	true	false	答案： A	null	keyword	2.266	null	stop	4	245
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	10	C	2026-07-12T05:24:34	null	false	true	請注意，我無法提供單一正確的答案，因為您需要計算出 c3 值。以下是一個初步的解答，但您需要進一步計算才能得到精確的答案。	null	invalid	2.578	null	stop	41	256
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	11	D	2026-07-12T05:24:36	A	false	false	3	null	option_text_exact	2.203	null	stop	2	165
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	12	C	2026-07-12T05:24:39	C	true	false	正確答案：C	null	keyword	2.282	null	stop	5	319
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	13	A	2026-07-12T05:24:41	D	false	false	Ｄ	null	single_letter	2.531	null	stop	4	435
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	14	C	2026-07-12T05:24:43	null	false	true	請注意，我無法提供您唯一正確的答案，因為我需要完整的題目和計算過程才能回答您的問題。	null	invalid	2.469	null	stop	27	419
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	15	D	2026-07-12T05:24:46	B	false	false	請注意，我無法提供單一字母回答。然而，根據您的計算，答案應該是 B. \(\frac{1}{4}\).	null	keyword	2.547	null	stop	31	182
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	16	A	2026-07-12T05:24:49	B	false	false	唯一正確的答案是 B.	null	keyword	2.313	null	stop	8	216
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	17	A	2026-07-12T05:24:51	null	false	true	0	null	invalid	2.203	null	stop	2	171
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	18	C	2026-07-12T05:24:53	C	true	false	0	null	option_text_exact	2.328	null	stop	2	192
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	19	C	2026-07-12T05:24:55	A	false	false	1/2	null	option_text_exact	2.344	null	stop	4	165
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	20	A	2026-07-12T05:24:58	null	false	true	首先，我們需要找到 f(x)在[0,1]的最小值。 f(x) = x^4 - x^2 我們可以對 f(x)取導數，得到 f'(x)： f'(x) = 4x^3	null	invalid	2.641	null	length	64	201
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	21	C	2026-07-12T05:25:00	B	false	false	首先，我們需要了解均勻分佈的變異數公式。在[-1, 3]範圍內的均勻分佈的變異數公式為： A = (b - a)^2 / 12 其中a和b分別是均勻分佈的最小值和最大值。在這個問題中	null	standalone_last	2.735	null	length	64	261
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	22	C	2026-07-12T05:25:03	A	false	false	正確答案：A	null	keyword	2.281	null	stop	5	197
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	23	D	2026-07-12T05:25:05	A	false	false	請注意，我無法回答單選題，因為您需要提供一個唯一正確的答案。然而，我可以向您解釋每個選項： A. \( \|z\| > 1 \) 或 \( \|z\| < \frac{1}{3} \): 這個收斂域表示函數	null	standalone_unique	2.843	null	length	64	281
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	24	A	2026-07-12T05:25:08	A	true	false	A	null	single_letter	2.359	null	stop	2	643
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	25	A	2026-07-12T05:25:11	A	true	false	正確答案：A	null	keyword	2.36	null	stop	5	478
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	26	A	2026-07-12T05:25:13	B	false	false	請注意，我無法提供單一字母的回答。然而，根據您的問題，正確答案是 B. 6。	null	keyword	2.625	null	stop	26	168
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	27	A	2026-07-12T05:25:16	D	false	false	Ｄ	null	single_letter	2.234	null	stop	4	195
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	28	C	2026-07-12T05:25:18	D	false	false	Ｄ	null	single_letter	2.25	null	stop	4	198
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	29	C	2026-07-12T05:25:20	D	false	false	D	null	single_letter	2.359	null	stop	2	358
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	30	B	2026-07-12T05:25:22	A	false	false	A	null	single_letter	2.312	null	stop	3	227
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	31	A	2026-07-12T05:25:25	A	true	false	正確答案：A	null	keyword	2.469	null	stop	5	229
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	32	D	2026-07-12T05:25:27	D	true	false	2	null	option_text_exact	2.234	null	stop	2	209
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	33	B	2026-07-12T05:25:30	C	false	false	C	null	single_letter	2.344	null	stop	2	245
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	34	A	2026-07-12T05:25:32	D	false	false	Ｄ	null	single_letter	2.328	null	stop	4	217
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	35	C	2026-07-12T05:25:34	D	false	false	Ｄ	null	single_letter	2.484	null	stop	4	312
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	36	A	2026-07-12T05:25:37	D	false	false	請注意，由於您的問題涉及數學計算，因此我需要以中文回答。 A, B, C, D 各值為： A=2, B=0, C=2, D=0	null	standalone_last	2.578	null	stop	47	335
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	37	A	2026-07-12T05:25:39	D	false	false	正確答案：D	null	keyword	2.25	null	stop	5	161
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	38	B	2026-07-12T05:25:41	B	true	false	正確答案：B	null	keyword	2.25	null	stop	5	213
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	39	B	2026-07-12T05:25:44	D	false	false	正確答案：D	null	keyword	2.5	null	stop	5	164
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	40	D	2026-07-12T05:25:46	A	false	false	正確答案：A	null	keyword	2.218	null	stop	5	204
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	41	A	2026-07-12T05:25:48	D	false	false	D	null	single_letter	2.36	null	stop	2	261
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	42	A	2026-07-12T05:25:51	A	true	false	π (e^2-e)	null	option_text_exact	2.328	null	stop	9	199
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	43	D	2026-07-12T05:25:53	null	false	true	不恆真	null	invalid	2.296	null	stop	4	259
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	44	D	2026-07-12T05:25:55	null	false	true	只有一個正確的答案，其他選項都不對。	null	invalid	2.61	null	stop	12	256
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	45	C	2026-07-12T05:25:58	A	false	false	A	null	single_letter	2.219	null	stop	2	261
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	46	D	2026-07-12T05:26:00	A	false	false	請注意，我無法提供單一字母回答。然而，根據您的問題，以下是我的解答： A. d = -3/2 B. b = 3 C. c = -1/2 D. a = -1	null	keyword	2.703	null	stop	55	248
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	47	B	2026-07-12T05:26:03	A	false	false	請注意，我無法回答以中文的方式提供您答案。 A	null	standalone_unique	2.437	null	stop	19	181
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	48	C	2026-07-12T05:26:05	C	true	false	49	null	option_text_exact	2.219	null	stop	3	203
breeze-7b	ycchen/breeze-7b-instruct-v1_0	engineering_math	49	B	2026-07-12T05:26:08	D	false	false	Ｄ	null	single_letter	2.281	null	stop	4	196
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	0	A	2026-07-12T05:26:10	A	true	false	錯誤的敘述是 A。正確的子網路遮罩標記為 /26，而非 /25。	null	standalone_unique	2.609	null	stop	24	253
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	1	B	2026-07-12T05:26:13	null	false	true	段	null	invalid	2.25	null	stop	2	154
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	2	A	2026-07-12T05:26:15	A	true	false	約 80 萬次	null	option_text_exact	2.313	null	stop	8	275
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	3	D	2026-07-12T05:26:17	B	false	false	請注意，我無法回答以單一字母的形式。然而，正確答案是 B. /usr/include	null	keyword	2.625	null	stop	24	163
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	4	D	2026-07-12T05:26:20	A	false	false	正確答案：A	null	keyword	2.297	null	stop	5	209
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	5	C	2026-07-12T05:26:22	A	false	false	10101.11	null	option_text_exact	2.296	null	stop	9	191
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	6	C	2026-07-12T05:26:24	C	true	false	正確答案：C	null	keyword	2.234	null	stop	5	210
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	7	D	2026-07-12T05:26:27	D	true	false	D	null	single_letter	2.344	null	stop	2	184
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	8	D	2026-07-12T05:26:29	D	true	false	答案：D	null	keyword	2.469	null	stop	4	134
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	9	A	2026-07-12T05:26:31	D	false	false	2	null	option_text_exact	2.203	null	stop	2	195
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	10	C	2026-07-12T05:26:34	null	false	true	指標	null	invalid	2.406	null	stop	2	158
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	11	B	2026-07-12T05:26:36	A	false	false	A	null	single_letter	2.187	null	stop	2	175
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	12	B	2026-07-12T05:26:38	C	false	false	只有 C	null	standalone_unique	2.375	null	stop	3	223
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	13	A	2026-07-12T05:26:41	A	true	false	A	null	single_letter	2.203	null	stop	2	184
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	14	B	2026-07-12T05:26:43	D	false	false	D	null	single_letter	2.281	null	stop	2	198
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	15	D	2026-07-12T05:26:45	D	true	false	非關聯式資料庫	null	option_text_exact	2.532	null	stop	6	162
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	16	C	2026-07-12T05:26:48	C	true	false	C	null	single_letter	2.172	null	stop	2	173
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	17	C	2026-07-12T05:26:50	A	false	false	選擇排序	null	option_text_exact	2.391	null	stop	3	144
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	18	A	2026-07-12T05:26:52	A	true	false	8	null	option_text_exact	2.234	null	stop	2	172
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	19	B	2026-07-12T05:26:54	C	false	false	C	null	single_letter	2.297	null	stop	2	150
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	20	D	2026-07-12T05:26:57	null	false	true	長	null	invalid	2.187	null	stop	2	212
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	21	A	2026-07-12T05:26:59	A	true	false	3	null	option_text_exact	2.36	null	stop	2	222
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	22	B	2026-07-12T05:27:01	D	false	false	答案：D	null	keyword	2.515	null	stop	4	186
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	23	A	2026-07-12T05:27:04	A	true	false	錯誤的敘述是 A	null	standalone_unique	2.266	null	stop	6	157
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	24	D	2026-07-12T05:27:06	D	true	false	D	null	single_letter	2.344	null	stop	2	148
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	25	A	2026-07-12T05:27:08	A	true	false	錯誤敘述：A	null	standalone_unique	2.421	null	stop	5	176
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	26	D	2026-07-12T05:27:11	D	true	false	D	null	single_letter	2.219	null	stop	2	165
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	27	B	2026-07-12T05:27:13	A	false	false	A	null	single_letter	2.328	null	stop	2	202
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	28	A	2026-07-12T05:27:15	C	false	false	答案： C	null	keyword	2.25	null	stop	4	218
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	29	B	2026-07-12T05:27:18	A	false	false	4	null	option_text_exact	2.234	null	stop	2	232
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	30	D	2026-07-12T05:27:20	A	false	false	A	null	single_letter	2.485	null	stop	4	151
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	31	D	2026-07-12T05:27:22	C	false	false	C	null	single_letter	2.313	null	stop	2	185
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	32	C	2026-07-12T05:27:25	C	true	false	C	null	single_letter	2.391	null	stop	2	144
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	33	D	2026-07-12T05:27:27	null	false	true	17	null	invalid	2.484	null	stop	3	204
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	34	A	2026-07-12T05:27:30	A	true	false	24	null	option_text_exact	2.407	null	stop	3	135
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	35	C	2026-07-12T05:27:32	C	true	false	1, 0, 1	null	option_text_exact	2.297	null	stop	8	215
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	36	C	2026-07-12T05:27:34	A	false	false	錯誤的敘述是 A。雲端運算通常依使用量計費，而非完全免費。	null	standalone_unique	2.593	null	stop	19	155
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	37	A	2026-07-12T05:27:37	C	false	false	1011	null	option_text_exact	2.235	null	stop	5	155
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	38	A	2026-07-12T05:27:39	D	false	false	D	null	single_letter	2.203	null	stop	2	182
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	39	D	2026-07-12T05:27:41	D	true	false	D	null	single_letter	2.328	null	stop	2	169
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	40	A	2026-07-12T05:27:44	A	true	false	A	null	single_letter	2.437	null	stop	2	179
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	41	B	2026-07-12T05:27:46	B	true	false	B	null	single_letter	2.235	null	stop	2	221
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	42	D	2026-07-12T05:27:48	null	false	true	請注意，以下回答可能包含錯誤。我正在努力理解您的問題並提供正確的答案。根據 SRTF 算法，程序 P1、P2、P3、P4、P5 分別於時間 0、1、1、2、3 到達工作佇列	null	invalid	2.829	null	length	64	239
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	43	C	2026-07-12T05:27:51	D	false	false	46	null	option_text_exact	2.218	null	stop	3	149
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	44	B	2026-07-12T05:27:53	A	false	false	答案：A	null	keyword	2.407	null	stop	4	177
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	45	A	2026-07-12T05:27:56	A	true	false	A	null	single_letter	2.203	null	stop	2	171
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	46	A	2026-07-12T05:27:58	A	true	false	此題可能有誤解，以下是正確的答案： A. this	null	keyword	2.469	null	stop	18	137
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	47	B	2026-07-12T05:28:01	null	false	true	公	null	invalid	2.156	null	stop	2	137
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	48	A	2026-07-12T05:28:03	C	false	false	單人多工	null	option_text_exact	2.25	null	stop	4	140
breeze-7b	ycchen/breeze-7b-instruct-v1_0	computer_science	49	D	2026-07-12T05:28:05	D	true	false	高隱密性	null	option_text_exact	2.453	null	stop	4	136

End of preview.

TMMLU+ Local LLM Arena — 本機開源模型評測結果

在單張 RTX 4090 上以 Ollama 對 8 個開源模型（12 個受測 configuration，Qwen3 8B 另分 thinking on/off 兩組）跑 ikala/tmmluplus （台灣版 MMLU）的四選一評測結果，涵蓋三種口徑：0-shot 核心 10 科（全員可比）、 5-shot 對照（10 組）、0-shot 66 科全量掃描（非思考 8 組）。原始碼與完整報告：https://github.com/kuotunyu/tmmluplus-local-arena

排行榜（核心 10 科 zero-shot，全員可比）

模型	正確率 %	無效輸出 %	平均延遲 s
Qwen3 30B-A3B (think)	79.0	0.4	13.6
Qwen3 8B (think)	69.8	2.4	19.0
Qwen3 30B-A3B Instruct-2507	68.8	0.0	2.4
GPT-OSS 20B (low)	62.0	0.0	3.5
Gemma 3 27B	57.6	0.0	2.9
DeepSeek-R1 8B (think)	57.4	1.6	20.8
Qwen3 8B (no-think)	55.0	0.0	2.4
Gemma 3 12B	53.8	0.0	2.7
GLM-4 9B	48.2	0.0	2.4
Llama 3.1 8B	41.6	0.0	2.5
Breeze 7B	36.2	18.8	2.3
TAIDE LX 8B	36.0	9.6	3.0

5-shot 對照見 summary/shot_delta.csv，66 科全量榜見 summary/leaderboard_66.csv 與 summary/domain_66.csv（四大類 + 台灣在地橫切），完整各科分數與分析見 summary/per_subject_accuracy.csv 與 REPORT.md。

方法

題目：核心 10 科（工程數學（engineering_math）、資訊工程（computer_science）、基礎醫學（basic_medical_science）、藥理學（pharmacology）、法學大意（general_principles_of_law）、國文（chinese_language_and_literature）、音樂科（music）、閩南語（taiwanese_hokkien）、台灣地理（geography_of_taiwan）、台灣在地用語（ttqav2））與 66 科全量兩種口徑，每科取 test split 前 50 題（deterministic）。
Prompt（zero-shot、單一 user turn、無 system message；5-shot 版本在題目前附上該科 train split 的 5 題官方範例）：

以下是一題單選題，請從 A、B、C、D 中選出唯一正確的答案。
只輸出一個字母（A、B、C 或 D），不要輸出任何其他文字或解釋。

題目：{question}
A. {A}
B. {B}
C. {C}
D. {D}

答案：

解碼：seed 42；temperature 0.0（deepseek-r1 依官方建議 0.6，greedy 會 repetition loop）。
答案抽取：先剝 <think>/thinking 欄位 → 全形正規化 → 單字母/關鍵詞（答案是X）/開頭字母/ 獨立字母掃描/選項原文比對依序 fallback；全失敗記 invalid（計為答錯），原始輸出完整保留。
逾時：非思考組 120–180s、思考組 600s，每題失敗重試一次；仍失敗計為答錯。

受測模型

受測者	Ollama 模型	參數量	量化	thinking	num_predict	temperature
Qwen3 8B (no-think)	`qwen3:8b`	8.2B	Q4_K_M	off	64	0.0
Llama 3.1 8B	`llama3.1:8b`	8.0B	Q4_K_M	—	64	0.0
GLM-4 9B	`glm4:9b`	9.4B	Q4_0	—	64	0.0
Gemma 3 12B	`gemma3:12b`	12.2B	Q4_K_M	—	64	0.0
TAIDE LX 8B	`cwchang/llama3-taide-lx-8b-chat-alpha1`	8.0B	Q5_K_M	—	64	0.0
Breeze 7B	`ycchen/breeze-7b-instruct-v1_0`	7B	Q4_0	—	64	0.0
Qwen3 30B-A3B Instruct-2507	`qwen3:30b-a3b-instruct-2507-q4_K_M`	30.5B	Q4_K_M	—	64	0.0
Gemma 3 27B	`gemma3:27b`	27.4B	Q4_K_M	—	64	0.0
Qwen3 8B (think)	`qwen3:8b`	8.2B	Q4_K_M	on	8192	0.0
DeepSeek-R1 8B (think)	`deepseek-r1:8b`	8.2B	Q4_K_M	on	8192	0.6
GPT-OSS 20B (low)	`gpt-oss:20b`	20.9B	MXFP4	low	8192	0.0
Qwen3 30B-A3B (think)	`qwen3:30b-a3b`	30.5B	Q4_K_M	on	8192	0.0

硬體

NVIDIA RTX 4090 24GB（driver 591.86）、Ollama 0.31.2、Windows 11，模型逐一評測（單卡不並行）。

檔案

raw/<tag>.jsonl — 0-shot 逐題紀錄（核心 10 科或 66 科，視受測組而定；prompt 對象、原始輸出、思考鏈、抽取規則、延遲、token 數）
raw/<tag>@5shot.jsonl — 5-shot 對照組逐題紀錄（核心 10 科）
summary/leaderboard.csv、per_subject_accuracy.csv — 核心 10 科 zero-shot 排行榜與各科分數
summary/shot_delta.csv — 0-shot vs 5-shot 對照
summary/leaderboard_66.csv、domain_66.csv — 66 科全量榜與四大類橫切
figs/*.png、REPORT.md — 圖表與完整分析報告
meta/*.json — 各模型的量化/參數量/context length（取自 ollama show，反映該 tag 最後一次執行的口徑）

免責聲明

單卡評測、每科僅 50 題的小樣本、多數為 Q4 量化權重（TAIDE、Breeze 為社群 GGUF，非官方發布），僅供參考，非官方成績，不可與 TMMLU+ 官方 leaderboard （完整題目、不同 prompt/shot 設定）直接比較。

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