Hugging Face's logo

Datasets:
JacobLinCool
/
taiwan-exams-results

Tasks:
Question Answering
Modalities:
Tabular
Text
Formats:
parquet
Size:
10K - 100K
Tags:
leaderboard
evaluation
benchmark
any-to-bench
Libraries:
Datasets
pandas
Polars
Dataset card Data Studio Files
xet
 Community
1
Dataset Viewer
Auto-converted to Parquet Duplicate
entry_id
string
model
string
effort
string
source_repo
string
subset
string
run_index
int32
question_id
string
section_id
string
number
string
question_type
string
rule_kind
string
mode
string
max_points
float64
awarded
float64
ratio
float64
judge_verdicts
int32
judge_spread
float64
detail_json
string
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q1
section-1
1.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q2
section-1
2.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q3
section-1
3.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q4
section-1
4.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q5
section-1
5.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q6
section-1
6.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q7
section-1
7.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q8
section-1
8.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q9
section-1
9.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q10
section-1
10.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q11
section-1
11.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q12
section-1
12.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q13
section-1
13.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D", "E"], "correct": ["D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q14
section-1
14.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "C", "E"], "correct": ["A", "C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q15
section-1
15.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "D"], "correct": ["A", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q16
section-1
16.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D", "E"], "correct": ["D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q17
section-1
17.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "C", "D"], "correct": ["A", "C", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q18
section-1
18.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "B", "E"], "correct": ["A", "B", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q19
section-1
19.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C", "E"], "correct": ["C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q20
section-2
20.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q21
section-2
21.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "B", "C"], "correct": ["A", "B", "C"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q22
section-2
22.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B", "C", "E"], "correct": ["B", "C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q23
section-2
23.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B", "E"], "correct": ["B", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q24
section-2
24.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q25
section-2
25.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q26
section-2
26.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q27
section-2
27.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "B", "E"], "correct": ["A", "B", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q28
section-2
28.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q29
section-3
29.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q30
section-3
30.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q31
section-3
31.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B", "D", "E"], "correct": ["B", "D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q32
section-3
32.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C", "E"], "correct": ["C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q33
section-3
33.
single_choice
deterministic
deterministic
2
0
0
0
null
{"selected": ["C"], "correct": ["A"], "hits": [], "wrong": ["C"]}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q34
section-3
34.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C", "D"], "correct": ["C", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q35
section-3
35.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A", "D"], "correct": ["A", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q36
section-4
36.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B", "E"], "correct": ["B", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q37.a
section-4
（a）
fill_in_blank
deterministic
deterministic
2
2
1
0
null
{"blanks": {"b1": {"answer": "減少", "matched": true}, "b2": {"answer": "減少", "matched": true}}}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q37.b
section-4
（b）
fill_in_blank
deterministic
deterministic
2
1
0.5
0
null
{"blanks": {"b1": {"answer": "神經內分泌細胞", "matched": false}, "b2": {"answer": "血液", "matched": true}}}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q38
section-4
38.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q39
section-4
39.
drawing
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q40
section-4
40.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q41
section-4
41.
fill_in_blank
deterministic
deterministic
2
0
0
0
null
{"blanks": {"b1": {"answer": "導管（木質部的導管）", "matched": false}, "b2": {"answer": "周鞘（中柱鞘）", "matched": false}}}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q42
section-4
42.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q43
section-4
43.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q44
section-4
44.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q45
section-4
45.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q46
section-4
46.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q47
section-4
47.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q48
section-4
48.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-biology
1
q49
section-4
49.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q1
single-choice
1.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q2
single-choice
2.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["E"], "correct": ["E"], "hits": ["E"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q3
single-choice
3.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q4
single-choice
4.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q5
single-choice
5.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q6.a
single-choice
6.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["E"], "correct": ["E"], "hits": ["E"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q6.b
single-choice
7.
single_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q8
multiple-choice
8.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["C", "E"], "correct": ["C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q9
multiple-choice
9.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["C", "E"], "correct": ["C", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q10
multiple-choice
10.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["B", "D"], "correct": ["B", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q11
multiple-choice
11.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["A", "B", "C"], "correct": ["A", "B", "C"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q12
multiple-choice
12.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["A", "B", "D"], "correct": ["A", "B", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q13
multiple-choice
13.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["C", "D"], "correct": ["C", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q14
multiple-choice
14.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["C", "D"], "correct": ["C", "D"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q15
multiple-choice
15.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["D", "E"], "correct": ["D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q16
multiple-choice
16.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["A", "B"], "correct": ["A", "B"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q17.a
multiple-choice
17.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["B", "D", "E"], "correct": ["B", "D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q17.b
multiple-choice
18.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["B", "D", "E"], "correct": ["B", "D", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q19
multiple-choice
19.
multiple_choice
deterministic
deterministic
4
4
1
0
null
{"selected": ["A", "C"], "correct": ["A", "C"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q20.a
mixed-response
20.
drawing
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q20.b
mixed-response
21.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q20.c
mixed-response
22.
multiple_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B", "E"], "correct": ["B", "E"], "errors": 0, "ratio": 1.0}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q20.d
mixed-response
23.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q24.a
mixed-response
24.
drawing
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q24.b
mixed-response
25.
drawing
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q26.a
mixed-response
26.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q26.b
mixed-response
27.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q26.c
mixed-response
28.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["E"], "correct": ["E"], "hits": ["E"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q29.a
mixed-response
29.
short_answer
judge
judge
2
2
1
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [2.0], "raw_totals": [2.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-chemistry
1
q29.b
mixed-response
30.
short_answer
judge
judge
4
1
0.25
1
0
{"judge_models": ["openai:gpt-5.6-sol"], "requested_judge_models": ["openai:gpt-5.6-sol"], "aggregation": "mean", "totals": [1.0], "raw_totals": [1.0], "snap_changed": [false], "agreement": {"judge_count": 1, "spread": 0.0, "stdev": 0.0, "normalized_spread": 0.0, "unanimous": true}, "raw_agreement": {"judge_count": 1, ...
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q1
section-1-single
1.
single_choice
deterministic
deterministic
2
0
0
0
null
{"selected": ["C"], "correct": ["D"], "hits": [], "wrong": ["C"]}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q2
section-1-single
2.
single_choice
deterministic
deterministic
2
0
0
0
null
{"selected": ["D"], "correct": ["C"], "hits": [], "wrong": ["D"]}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q3
section-1-single
3.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q4
section-1-single
4.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q5
section-1-single
5.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q6
section-1-single
6.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q7
section-1-single
7.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q8
section-1-single
8.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q9
section-1-single
9.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q10
section-1-single
10.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q11
section-1-single
11.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q12
section-1-single
12.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q13
section-1-single
13.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q14
section-1-single
14.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["B"], "correct": ["B"], "hits": ["B"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q15
section-1-single
15.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q16
section-1-single
16.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["A"], "correct": ["A"], "hits": ["A"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q17
section-1-single
17.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q18
section-1-single
18.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["D"], "correct": ["D"], "hits": ["D"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q19
section-1-single
19.
single_choice
deterministic
deterministic
2
2
1
0
null
{"selected": ["C"], "correct": ["C"], "hits": ["C"], "wrong": []}
claude-opus-5-high
claude:claude-opus-5
high
JacobLinCool/taiwan-exams
ast-115-civics
1
q20
section-1-single
20.
single_choice
deterministic
deterministic
2
0
0
0
null
{"selected": ["D"], "correct": ["A"], "hits": [], "wrong": ["D"]}
End of preview. Expand in Data Studio

Benchmark results produced by any-to-bench. One subset here is one taker configuration — a single model at a single reasoning effort — sat against the exams in another dataset repo. Every row names the exam repo and subset it was earned against, so results from several corpora, and from several people, can live side by side.

  • results-index.json — the catalog: one headline row per configuration
  • results-<entry>/entry.json — that configuration's per-paper scores
  • results-<entry>/raw/<subset>/ — the byte-faithful bench.json, answer sheet and grade report behind those scores
  • the viewer table — one row per graded question

Resource-backed runs also publish their actual file/byte exposure and deterministic citation checks. Citations are evidence metadata only and never change the score.

Explore it as a leaderboard: https://jacoblincool.github.io/any-to-bench/results.html

from datasets import load_dataset
ds = load_dataset("JacobLinCool/taiwan-exams-results", "results-<entry>", split="test")

How to read these numbers

  • Judged questions depend on the judge model, which is named per entry. Two configurations graded by different judges are not strictly comparable on their judged half; the rule-graded half is deterministic and always comparable.
  • A score is one sample per paper unless the entry's repeat is above 1. The run-to-run spread of a single sample is unknown.
  • Input-token counts are not comparable across backends. codex: reports cached tokens inside input_tokens; claude: and agy: report cache reads separately under cache_read_tokens. Output tokens and wall time are the measures that mean the same thing for every taker; the raw per-phase counts are published unaltered so you can judge for yourself.
  • Token counts for agentic takers are approximate, and wall time depends on how many runs shared the machine — see each entry's note.
  • Percentages are over what the taker was actually asked. When two entries cover different papers, their percentages have different denominators.

Leaderboard

# Model Effort Papers Score % Rule-graded % Solve output tokens Solve s
1 claude:claude-opus-5 xhigh 61 5617.8/5748 97.7% 98.0% 1,977,197 29,371
2 claude:claude-opus-5 high 61 5615.7/5748 97.7% 97.9% 1,426,543 22,986
3 codex:gpt-5.6-sol xhigh 61 5592.8/5748 97.3% 97.4% 712,063 18,607
4 claude:claude-opus-5 medium 61 5592.4/5748 97.3% 97.5% 838,907 14,329
5 codex:gpt-5.6-sol high 61 5570.8/5748 96.9% 96.9% 536,470 13,556
6 claude:claude-opus-5 low 61 5564.3/5748 96.8% 97.0% 528,996 9,075
7 codex:gpt-5.6-sol medium 61 5531.2/5748 96.2% 96.4% 415,688 10,548
8 claude:claude-sonnet-5 xhigh 61 5485.4/5748 95.4% 95.6% 3,956,876 48,040
9 codex:gpt-5.6-sol low 61 5480.1/5748 95.3% 95.4% 278,142 7,402
10 google-cloud:gemini-3.7-flash high 21 1664.5/1748 95.2% 95.6% 696,272 1,174
11 claude:claude-sonnet-5 high 61 5452.5/5748 94.9% 95.1% 2,829,706 35,059
12 google-cloud:gemini-3.7-flash medium 21 1649.3/1748 94.4% 94.5% 423,991 823
13 codex:gpt-5.6-luna xhigh 61 5416/5748 94.2% 94.4% 1,039,142 20,831
14 google-cloud:gemini-3.7-flash low 21 1646.9/1748 94.2% 94.5% 304,047 800
15 claude:claude-sonnet-5 medium 61 5410.6/5748 94.1% 94.5% 1,616,036 23,419
16 claude:claude-sonnet-5 low 61 5364.8/5748 93.3% 93.6% 457,959 16,039
17 codex:gpt-5.6-luna high 61 5364.4/5748 93.3% 93.8% 767,453 15,584
18 codex:gpt-5.6-luna medium 61 5176/5748 90.0% 90.2% 369,257 7,843
19 codex:gpt-5.6-luna low 61 4740.2/5748 82.5% 83.3% 213,613 4,904

Not every configuration sat the same papers — see the Papers column. Each percentage is over its own denominator, so this ordering is not a like-for-like ranking. Score them on a shared set of papers in the viewer: https://jacoblincool.github.io/any-to-bench/results.html

codex-gpt-5-6-luna-low

Model codex:gpt-5.6-luna
Effort low
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 81/100 81.0% 80.0% 85.0%
ast-115-chemistry 69.8/100 69.8% 74.1% 50.0%
ast-115-civics 75/100 75.0% 76.3% 70.8%
ast-115-geography 66/100 66.0% 82.9% 26.7%
ast-115-history 94/100 94.0% 95.0% 90.0%
ast-115-math-jia 75.6/100 75.6% 76.4% 72.7%
ast-115-math-yi 86.8/100 86.8% 95.9% 54.5%
ast-115-physics 71/100 71.0% 68.8% 78.3%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 40/43 93.0% 93.0% –
cap-115-math 23/31 74.2% 68.0% 100.0%
cap-115-science 37/50 74.0% 74.0% –
cap-115-social 49/54 90.7% 90.7% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 79.6/100 79.6% 82.0% 70.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 89/100 89.0% 85.7% 96.7%
gsat-115-math-a 56/100 56.0% 63.6% 0.0%
gsat-115-math-b 77/100 77.0% 80.7% 50.0%
gsat-115-science 82.4/128 64.4% 67.8% 53.3%
gsat-115-social 105/144 72.9% 79.6% 52.8%
tve-115-agriculture-1 96/100 96.0% 96.0% –
tve-115-agriculture-2 94/100 94.0% 94.0% –
tve-115-aquaculture-1 74/100 74.0% 74.0% –
tve-115-aquaculture-2 86/100 86.0% 86.0% –
tve-115-art-film-1 88/100 88.0% 88.0% –
tve-115-art-film-2 100/100 100.0% 100.0% –
tve-115-business-management-1 72/100 72.0% 72.0% –
tve-115-business-management-2 82/100 82.0% 82.0% –
tve-115-chemical-engineering-1 88/100 88.0% 88.0% –
tve-115-chemical-engineering-2 86/100 86.0% 86.0% –
tve-115-child-care-2 86/100 86.0% 86.0% –
tve-115-chinese 84/100 84.0% 84.2% 83.3%
tve-115-civil-architecture-1 72.5/100 72.5% 72.5% –
tve-115-civil-architecture-2 67.5/100 67.5% 67.5% –
tve-115-computer-electronics-2 76/100 76.0% 76.0% –
tve-115-design-1 86/100 86.0% 86.0% –
tve-115-electrical-2 86/100 86.0% 86.0% –
tve-115-electrical-electronics-1 56/100 56.0% 56.0% –
tve-115-engineering-management-1 92/100 92.0% 92.0% –
tve-115-engineering-management-2 98/100 98.0% 98.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 90/100 90.0% 90.0% –
tve-115-food-2 80/100 80.0% 80.0% –
tve-115-foreign-language-english-2 98/100 98.0% 96.7% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 92/100 92.0% 92.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 80/100 80.0% 80.0% –
tve-115-hospitality-1 90/100 90.0% 90.0% –
tve-115-hospitality-2 72/100 72.0% 72.0% –
tve-115-life-application-2 82/100 82.0% 82.0% –
tve-115-maritime-1 80/100 80.0% 80.0% –
tve-115-maritime-2 92/100 92.0% 92.0% –
tve-115-math-a 68/100 68.0% 68.0% –
tve-115-math-b 96/100 96.0% 96.0% –
tve-115-math-c 92/100 92.0% 92.0% –
tve-115-mechanical-1 85/100 85.0% 85.0% –
tve-115-mechanical-2 78/100 78.0% 78.0% –
tve-115-power-mechanical-1 80/100 80.0% 80.0% –
tve-115-power-mechanical-2 65/100 65.0% 65.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-luna-low -o results

codex-gpt-5-6-luna-medium

Model codex:gpt-5.6-luna
Effort medium
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 88.6/100 88.6% 88.2% 90.0%
ast-115-chemistry 82.4/100 82.4% 81.0% 88.9%
ast-115-civics 67.2/100 67.2% 67.4% 66.7%
ast-115-geography 74/100 74.0% 91.4% 33.3%
ast-115-history 96.8/100 96.8% 98.5% 90.0%
ast-115-math-jia 72.4/100 72.4% 64.6% 100.0%
ast-115-math-yi 96.8/100 96.8% 95.9% 100.0%
ast-115-physics 84/100 84.0% 83.1% 87.0%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 42/43 97.7% 97.7% –
cap-115-math 29/31 93.5% 96.0% 83.3%
cap-115-science 42/50 84.0% 84.0% –
cap-115-social 49/54 90.7% 90.7% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 80/100 80.0% 80.0% 80.0%
gsat-115-chinese-writing 49/50 98.0% – 98.0%
gsat-115-english 92/100 92.0% 88.6% 100.0%
gsat-115-math-a 91/100 91.0% 89.8% 100.0%
gsat-115-math-b 83/100 83.0% 80.7% 100.0%
gsat-115-science 108.8/128 85.0% 86.5% 80.0%
gsat-115-social 121/144 84.0% 83.3% 86.1%
tve-115-agriculture-1 96/100 96.0% 96.0% –
tve-115-agriculture-2 92/100 92.0% 92.0% –
tve-115-aquaculture-1 78/100 78.0% 78.0% –
tve-115-aquaculture-2 88/100 88.0% 88.0% –
tve-115-art-film-1 90/100 90.0% 90.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 88/100 88.0% 88.0% –
tve-115-business-management-2 88/100 88.0% 88.0% –
tve-115-chemical-engineering-1 98/100 98.0% 98.0% –
tve-115-chemical-engineering-2 90/100 90.0% 90.0% –
tve-115-child-care-2 92/100 92.0% 92.0% –
tve-115-chinese 90/100 90.0% 89.5% 91.7%
tve-115-civil-architecture-1 90/100 90.0% 90.0% –
tve-115-civil-architecture-2 87.5/100 87.5% 87.5% –
tve-115-computer-electronics-2 94/100 94.0% 94.0% –
tve-115-design-1 88/100 88.0% 88.0% –
tve-115-electrical-2 94/100 94.0% 94.0% –
tve-115-electrical-electronics-1 84/100 84.0% 84.0% –
tve-115-engineering-management-1 96/100 96.0% 96.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 94/100 94.0% 94.0% –
tve-115-food-2 88/100 88.0% 88.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 92/100 92.0% 92.0% –
tve-115-health-nursing-2 96/100 96.0% 96.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 94/100 94.0% 94.0% –
tve-115-hospitality-2 80/100 80.0% 80.0% –
tve-115-life-application-2 84/100 84.0% 84.0% –
tve-115-maritime-1 92/100 92.0% 92.0% –
tve-115-maritime-2 96/100 96.0% 96.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 96/100 96.0% 96.0% –
tve-115-mechanical-1 90/100 90.0% 90.0% –
tve-115-mechanical-2 84/100 84.0% 84.0% –
tve-115-power-mechanical-1 92.5/100 92.5% 92.5% –
tve-115-power-mechanical-2 90/100 90.0% 90.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-luna-medium -o results

codex-gpt-5-6-luna-high

Model codex:gpt-5.6-luna
Effort high
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 95.2/100 95.2% 96.5% 90.0%
ast-115-chemistry 89.4/100 89.4% 90.7% 83.3%
ast-115-civics 78.2/100 78.2% 77.9% 79.2%
ast-115-geography 81.5/100 81.5% 91.4% 58.3%
ast-115-history 98.8/100 98.8% 98.5% 100.0%
ast-115-math-jia 78.8/100 78.8% 80.5% 72.7%
ast-115-math-yi 96.8/100 96.8% 95.9% 100.0%
ast-115-physics 95/100 95.0% 93.5% 100.0%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 30/31 96.8% 96.0% 100.0%
cap-115-science 49/50 98.0% 98.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 89.2/100 89.2% 91.5% 80.0%
gsat-115-chinese-writing 49/50 98.0% – 98.0%
gsat-115-english 95/100 95.0% 92.9% 100.0%
gsat-115-math-a 98/100 98.0% 97.7% 100.0%
gsat-115-math-b 93/100 93.0% 92.0% 100.0%
gsat-115-science 120/128 93.8% 95.9% 86.7%
gsat-115-social 128/144 88.9% 92.6% 77.8%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 94/100 94.0% 94.0% –
tve-115-aquaculture-1 78/100 78.0% 78.0% –
tve-115-aquaculture-2 90/100 90.0% 90.0% –
tve-115-art-film-1 94/100 94.0% 94.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 92/100 92.0% 92.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 98/100 98.0% 98.0% –
tve-115-child-care-2 94/100 94.0% 94.0% –
tve-115-chinese 92/100 92.0% 92.1% 91.7%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 82.5/100 82.5% 82.5% –
tve-115-computer-electronics-2 92/100 92.0% 92.0% –
tve-115-design-1 88/100 88.0% 88.0% –
tve-115-electrical-2 96/100 96.0% 96.0% –
tve-115-electrical-electronics-1 92/100 92.0% 92.0% –
tve-115-engineering-management-1 94/100 94.0% 94.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 98/100 98.0% 98.0% –
tve-115-food-2 96/100 96.0% 96.0% –
tve-115-foreign-language-english-2 92/100 92.0% 100.0% 80.0%
tve-115-foreign-language-japanese-2 96/100 96.0% 96.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 96/100 96.0% 96.0% –
tve-115-home-economics-1 96/100 96.0% 96.0% –
tve-115-hospitality-1 92/100 92.0% 92.0% –
tve-115-hospitality-2 86/100 86.0% 86.0% –
tve-115-life-application-2 88/100 88.0% 88.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 96/100 96.0% 96.0% –
tve-115-math-a 96/100 96.0% 96.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 96/100 96.0% 96.0% –
tve-115-mechanical-1 100/100 100.0% 100.0% –
tve-115-mechanical-2 84/100 84.0% 84.0% –
tve-115-power-mechanical-1 90/100 90.0% 90.0% –
tve-115-power-mechanical-2 92.5/100 92.5% 92.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-luna-high -o results

codex-gpt-5-6-luna-xhigh

Model codex:gpt-5.6-luna
Effort xhigh
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 93/100 93.0% 93.8% 90.0%
ast-115-chemistry 91/100 91.0% 92.7% 83.3%
ast-115-civics 83.2/100 83.2% 77.9% 100.0%
ast-115-geography 83/100 83.0% 88.6% 70.0%
ast-115-history 91.8/100 91.8% 96.0% 75.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 40/42 95.2% 95.2% –
cap-115-english-reading 42/43 97.7% 97.7% –
cap-115-math 30/31 96.8% 96.0% 100.0%
cap-115-science 49/50 98.0% 98.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 85.6/100 85.6% 87.0% 80.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 93/100 93.0% 92.0% 100.0%
gsat-115-math-b 90/100 90.0% 88.6% 100.0%
gsat-115-science 118.4/128 92.5% 92.2% 93.3%
gsat-115-social 134/144 93.1% 92.6% 94.4%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 94/100 94.0% 94.0% –
tve-115-aquaculture-1 78/100 78.0% 78.0% –
tve-115-aquaculture-2 88/100 88.0% 88.0% –
tve-115-art-film-1 90/100 90.0% 90.0% –
tve-115-art-film-2 98/100 98.0% 98.0% –
tve-115-business-management-1 94/100 94.0% 94.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 96/100 96.0% 96.0% –
tve-115-chemical-engineering-2 98/100 98.0% 98.0% –
tve-115-child-care-2 96/100 96.0% 96.0% –
tve-115-chinese 93/100 93.0% 92.1% 95.8%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 95/100 95.0% 95.0% –
tve-115-computer-electronics-2 96/100 96.0% 96.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 96/100 96.0% 96.0% –
tve-115-electrical-electronics-1 94/100 94.0% 94.0% –
tve-115-engineering-management-1 96/100 96.0% 96.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 94/100 94.0% 94.0% –
tve-115-food-2 94/100 94.0% 94.0% –
tve-115-foreign-language-english-2 92/100 92.0% 100.0% 80.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 92/100 92.0% 92.0% –
tve-115-hospitality-2 88/100 88.0% 88.0% –
tve-115-life-application-2 88/100 88.0% 88.0% –
tve-115-maritime-1 98/100 98.0% 98.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 96/100 96.0% 96.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 96/100 96.0% 96.0% –
tve-115-mechanical-1 92.5/100 92.5% 92.5% –
tve-115-mechanical-2 86/100 86.0% 86.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 97.5/100 97.5% 97.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-luna-xhigh -o results

claude-sonnet-5-low

Model claude:claude-sonnet-5
Effort low
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-19
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 89/100 89.0% 90.0% 85.0%
ast-115-chemistry 82.8/100 82.8% 86.3% 66.7%
ast-115-civics 74.6/100 74.6% 73.2% 79.2%
ast-115-geography 81/100 81.0% 85.7% 70.0%
ast-115-history 94.8/100 94.8% 96.0% 90.0%
ast-115-math-jia 96.8/100 96.8% 95.9% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 95/100 95.0% 93.5% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 48/50 96.0% 96.0% –
cap-115-social 52/54 96.3% 96.3% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 80.8/100 80.8% 83.5% 70.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 124/128 96.9% 100.0% 86.7%
gsat-115-social 125/144 86.8% 87.0% 86.1%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 92/100 92.0% 92.0% –
tve-115-aquaculture-1 84/100 84.0% 84.0% –
tve-115-aquaculture-2 78/100 78.0% 78.0% –
tve-115-art-film-1 90/100 90.0% 90.0% –
tve-115-art-film-2 94/100 94.0% 94.0% –
tve-115-business-management-1 84/100 84.0% 84.0% –
tve-115-business-management-2 94/100 94.0% 94.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 92/100 92.0% 92.0% –
tve-115-chinese 97/100 97.0% 97.4% 95.8%
tve-115-civil-architecture-1 95/100 95.0% 95.0% –
tve-115-civil-architecture-2 80/100 80.0% 80.0% –
tve-115-computer-electronics-2 96/100 96.0% 96.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 98/100 98.0% 98.0% –
tve-115-engineering-management-1 98/100 98.0% 98.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 98/100 98.0% 97.6% 100.0%
tve-115-food-1 90/100 90.0% 90.0% –
tve-115-food-2 90/100 90.0% 90.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 98/100 98.0% 98.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 90/100 90.0% 90.0% –
tve-115-hospitality-1 96/100 96.0% 96.0% –
tve-115-hospitality-2 84/100 84.0% 84.0% –
tve-115-life-application-2 86/100 86.0% 86.0% –
tve-115-maritime-1 96/100 96.0% 96.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 92.5/100 92.5% 92.5% –
tve-115-mechanical-2 84/100 84.0% 84.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 92.5/100 92.5% 92.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-sonnet-5-low -o results

claude-sonnet-5-medium

Model claude:claude-sonnet-5
Effort medium
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-19
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 87/100 87.0% 87.5% 85.0%
ast-115-chemistry 87.8/100 87.8% 91.2% 72.2%
ast-115-civics 65.8/100 65.8% 61.6% 79.2%
ast-115-geography 79.5/100 79.5% 88.6% 58.3%
ast-115-history 93.8/100 93.8% 93.5% 95.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 97/100 97.0% 96.1% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 48/50 96.0% 96.0% –
cap-115-social 52/54 96.3% 96.3% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 81.2/100 81.2% 84.0% 70.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 122/128 95.3% 98.0% 86.7%
gsat-115-social 127/144 88.2% 88.9% 86.1%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 96/100 96.0% 96.0% –
tve-115-aquaculture-1 86/100 86.0% 86.0% –
tve-115-aquaculture-2 92/100 92.0% 92.0% –
tve-115-art-film-1 88/100 88.0% 88.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 84/100 84.0% 84.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 96/100 96.0% 96.0% –
tve-115-chinese 97/100 97.0% 97.4% 95.8%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 82.5/100 82.5% 82.5% –
tve-115-computer-electronics-2 96/100 96.0% 96.0% –
tve-115-design-1 94/100 94.0% 94.0% –
tve-115-electrical-2 98/100 98.0% 98.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 94/100 94.0% 94.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 98/100 98.0% 97.6% 100.0%
tve-115-food-1 94/100 94.0% 94.0% –
tve-115-food-2 96/100 96.0% 96.0% –
tve-115-foreign-language-english-2 99/100 99.0% 100.0% 97.5%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 88/100 88.0% 88.0% –
tve-115-hospitality-1 92/100 92.0% 92.0% –
tve-115-hospitality-2 90/100 90.0% 90.0% –
tve-115-life-application-2 90/100 90.0% 90.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 88/100 88.0% 88.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 90/100 90.0% 90.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-sonnet-5-medium -o results

claude-sonnet-5-high

Model claude:claude-sonnet-5
Effort high
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-19
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 94/100 94.0% 95.0% 90.0%
ast-115-chemistry 94.8/100 94.8% 96.1% 88.9%
ast-115-civics 74.8/100 74.8% 72.1% 83.3%
ast-115-geography 80/100 80.0% 88.6% 60.0%
ast-115-history 92.6/100 92.6% 94.5% 85.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 96.8/100 96.8% 95.9% 100.0%
ast-115-physics 98/100 98.0% 97.4% 100.0%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 48/50 96.0% 96.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 84/100 84.0% 85.0% 80.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 122/128 95.3% 100.0% 80.0%
gsat-115-social 135/144 93.8% 94.4% 91.7%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 88/100 88.0% 88.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 96/100 96.0% 96.0% –
tve-115-art-film-2 98/100 98.0% 98.0% –
tve-115-business-management-1 88/100 88.0% 88.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 94/100 94.0% 94.0% –
tve-115-chinese 97/100 97.0% 97.4% 95.8%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 85/100 85.0% 85.0% –
tve-115-computer-electronics-2 98/100 98.0% 98.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 96/100 96.0% 96.0% –
tve-115-engineering-management-1 98/100 98.0% 98.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 92/100 92.0% 92.0% –
tve-115-food-2 94/100 94.0% 94.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 94/100 94.0% 94.0% –
tve-115-hospitality-1 96/100 96.0% 96.0% –
tve-115-hospitality-2 84/100 84.0% 84.0% –
tve-115-life-application-2 84/100 84.0% 84.0% –
tve-115-maritime-1 98/100 98.0% 98.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 84/100 84.0% 84.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 87.5/100 87.5% 87.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-sonnet-5-high -o results

claude-sonnet-5-xhigh

Model claude:claude-sonnet-5
Effort xhigh
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-19
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 86.2/100 86.2% 89.0% 75.0%
ast-115-chemistry 90.2/100 90.2% 91.7% 83.3%
ast-115-civics 81.6/100 81.6% 75.8% 100.0%
ast-115-geography 83/100 83.0% 88.6% 70.0%
ast-115-history 97.6/100 97.6% 97.0% 100.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 95/100 95.0% 93.5% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 86.8/100 86.8% 91.0% 70.0%
gsat-115-chinese-writing 49/50 98.0% – 98.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 124/128 96.9% 98.0% 93.3%
gsat-115-social 138/144 95.8% 96.3% 94.4%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 96/100 96.0% 96.0% –
tve-115-aquaculture-1 88/100 88.0% 88.0% –
tve-115-aquaculture-2 92/100 92.0% 92.0% –
tve-115-art-film-1 88/100 88.0% 88.0% –
tve-115-art-film-2 94/100 94.0% 94.0% –
tve-115-business-management-1 90/100 90.0% 90.0% –
tve-115-business-management-2 98/100 98.0% 98.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 98/100 98.0% 98.0% –
tve-115-chinese 98/100 98.0% 97.4% 100.0%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 85/100 85.0% 85.0% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 96/100 96.0% 96.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 98/100 98.0% 98.0% –
tve-115-engineering-management-1 94/100 94.0% 94.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 98/100 98.0% 98.0% –
tve-115-food-2 96/100 96.0% 96.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 94/100 94.0% 94.0% –
tve-115-hospitality-2 90/100 90.0% 90.0% –
tve-115-life-application-2 86/100 86.0% 86.0% –
tve-115-maritime-1 98/100 98.0% 98.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 100/100 100.0% 100.0% –
tve-115-mechanical-2 86/100 86.0% 86.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 92.5/100 92.5% 92.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-sonnet-5-xhigh -o results

codex-gpt-5-6-sol-low

Model codex:gpt-5.6-sol
Effort low
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 96/100 96.0% 97.5% 90.0%
ast-115-chemistry 94.4/100 94.4% 93.2% 100.0%
ast-115-civics 81.4/100 81.4% 79.5% 87.5%
ast-115-geography 85/100 85.0% 91.4% 70.0%
ast-115-history 96.8/100 96.8% 98.5% 90.0%
ast-115-math-jia 90.8/100 90.8% 88.2% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 29/31 93.5% 92.0% 100.0%
cap-115-science 47/50 94.0% 94.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 93.2/100 93.2% 94.0% 90.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 93/100 93.0% 92.0% 100.0%
gsat-115-math-b 98/100 98.0% 97.7% 100.0%
gsat-115-science 121/128 94.5% 98.0% 83.3%
gsat-115-social 135/144 93.8% 94.4% 91.7%
tve-115-agriculture-1 96/100 96.0% 96.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 92/100 92.0% 92.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 94/100 94.0% 94.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 82/100 82.0% 82.0% –
tve-115-business-management-2 92/100 92.0% 92.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 96/100 96.0% 96.0% –
tve-115-chinese 92/100 92.0% 89.5% 100.0%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 87.5/100 87.5% 87.5% –
tve-115-computer-electronics-2 94/100 94.0% 94.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 96/100 96.0% 96.0% –
tve-115-electrical-electronics-1 96/100 96.0% 96.0% –
tve-115-engineering-management-1 100/100 100.0% 100.0% –
tve-115-engineering-management-2 98/100 98.0% 98.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 96/100 96.0% 96.0% –
tve-115-food-2 98/100 98.0% 98.0% –
tve-115-foreign-language-english-2 98/100 98.0% 96.7% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 90/100 90.0% 90.0% –
tve-115-hospitality-1 96/100 96.0% 96.0% –
tve-115-hospitality-2 90/100 90.0% 90.0% –
tve-115-life-application-2 90/100 90.0% 90.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 86/100 86.0% 86.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 95/100 95.0% 95.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-sol-low -o results

claude-opus-5-low

Model claude:claude-opus-5
Effort low
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-19
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 94/100 94.0% 92.5% 100.0%
ast-115-chemistry 98.4/100 98.4% 98.0% 100.0%
ast-115-civics 76.6/100 76.6% 73.2% 87.5%
ast-115-geography 89.5/100 89.5% 91.4% 85.0%
ast-115-history 100/100 100.0% 100.0% 100.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 30/31 96.8% 96.0% 100.0%
cap-115-science 49/50 98.0% 98.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 88.8/100 88.8% 91.0% 80.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 125/128 97.7% 100.0% 90.0%
gsat-115-social 132/144 91.7% 96.3% 77.8%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 96/100 96.0% 96.0% –
tve-115-aquaculture-1 88/100 88.0% 88.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 92/100 92.0% 92.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 94/100 94.0% 94.0% –
tve-115-business-management-2 100/100 100.0% 100.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 96/100 96.0% 96.0% –
tve-115-chinese 100/100 100.0% 100.0% 100.0%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 92.5/100 92.5% 92.5% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 96/100 96.0% 96.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 96/100 96.0% 96.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 94/100 94.0% 94.0% –
tve-115-food-2 98/100 98.0% 98.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 96/100 96.0% 96.0% –
tve-115-hospitality-1 98/100 98.0% 98.0% –
tve-115-hospitality-2 92/100 92.0% 92.0% –
tve-115-life-application-2 90/100 90.0% 90.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 96/100 96.0% 96.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 96/100 96.0% 96.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 100/100 100.0% 100.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-opus-5-low -o results

codex-gpt-5-6-sol-medium

Model codex:gpt-5.6-sol
Effort medium
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 97/100 97.0% 96.2% 100.0%
ast-115-chemistry 92.8/100 92.8% 91.2% 100.0%
ast-115-civics 81.4/100 81.4% 79.5% 87.5%
ast-115-geography 89.5/100 89.5% 91.4% 85.0%
ast-115-history 95.8/100 95.8% 98.5% 85.0%
ast-115-math-jia 90.8/100 90.8% 88.2% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 97/100 97.0% 96.1% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 49/50 98.0% 98.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 92.4/100 92.4% 93.0% 90.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 95/100 95.0% 94.3% 100.0%
gsat-115-math-b 92/100 92.0% 97.7% 50.0%
gsat-115-science 125/128 97.7% 100.0% 90.0%
gsat-115-social 136/144 94.4% 96.3% 88.9%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 94/100 94.0% 94.0% –
tve-115-aquaculture-2 96/100 96.0% 96.0% –
tve-115-art-film-1 94/100 94.0% 94.0% –
tve-115-art-film-2 98/100 98.0% 98.0% –
tve-115-business-management-1 96/100 96.0% 96.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 98/100 98.0% 98.0% –
tve-115-chinese 98/100 98.0% 97.4% 100.0%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 82.5/100 82.5% 82.5% –
tve-115-computer-electronics-2 98/100 98.0% 98.0% –
tve-115-design-1 90/100 90.0% 90.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 98/100 98.0% 98.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 96/100 96.0% 96.0% –
tve-115-food-2 100/100 100.0% 100.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 92/100 92.0% 92.0% –
tve-115-hospitality-2 92/100 92.0% 92.0% –
tve-115-life-application-2 94/100 94.0% 94.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 95/100 95.0% 95.0% –
tve-115-mechanical-2 90/100 90.0% 90.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 92.5/100 92.5% 92.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-sol-medium -o results

claude-opus-5-medium

Model claude:claude-opus-5
Effort medium
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 95/100 95.0% 93.8% 100.0%
ast-115-chemistry 96/100 96.0% 100.0% 77.8%
ast-115-civics 82.6/100 82.6% 81.1% 87.5%
ast-115-geography 93.5/100 93.5% 97.1% 85.0%
ast-115-history 100/100 100.0% 100.0% 100.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 97/100 97.0% 100.0% 87.0%
cap-115-chinese 41/42 97.6% 97.6% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 92.8/100 92.8% 96.0% 80.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 126/128 98.4% 100.0% 93.3%
gsat-115-social 137/144 95.1% 96.3% 91.7%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 96/100 96.0% 96.0% –
tve-115-aquaculture-1 88/100 88.0% 88.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 90/100 90.0% 90.0% –
tve-115-art-film-2 94/100 94.0% 94.0% –
tve-115-business-management-1 96/100 96.0% 96.0% –
tve-115-business-management-2 100/100 100.0% 100.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 100/100 100.0% 100.0% –
tve-115-chinese 99/100 99.0% 100.0% 95.8%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 90/100 90.0% 90.0% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 94/100 94.0% 94.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 98/100 98.0% 98.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 98/100 98.0% 98.0% –
tve-115-food-2 98/100 98.0% 98.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 94/100 94.0% 94.0% –
tve-115-hospitality-1 100/100 100.0% 100.0% –
tve-115-hospitality-2 98/100 98.0% 98.0% –
tve-115-life-application-2 90/100 90.0% 90.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 94/100 94.0% 94.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 100/100 100.0% 100.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-opus-5-medium -o results

codex-gpt-5-6-sol-high

Model codex:gpt-5.6-sol
Effort high
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 96.2/100 96.2% 95.2% 100.0%
ast-115-chemistry 98.4/100 98.4% 98.0% 100.0%
ast-115-civics 86.4/100 86.4% 82.1% 100.0%
ast-115-geography 88/100 88.0% 91.4% 80.0%
ast-115-history 97.8/100 97.8% 98.5% 95.0%
ast-115-math-jia 94/100 94.0% 92.3% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 97/100 97.0% 96.1% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 47/50 94.0% 94.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 100/100 100.0% 100.0% 100.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 96/100 96.0% 94.3% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 124/128 96.9% 100.0% 86.7%
gsat-115-social 135/144 93.8% 94.4% 91.7%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 94/100 94.0% 94.0% –
tve-115-aquaculture-2 96/100 96.0% 96.0% –
tve-115-art-film-1 94/100 94.0% 94.0% –
tve-115-art-film-2 98/100 98.0% 98.0% –
tve-115-business-management-1 92/100 92.0% 92.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 100/100 100.0% 100.0% –
tve-115-chinese 100/100 100.0% 100.0% 100.0%
tve-115-civil-architecture-1 97.5/100 97.5% 97.5% –
tve-115-civil-architecture-2 85/100 85.0% 85.0% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 100/100 100.0% 100.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 96/100 96.0% 96.0% –
tve-115-food-2 98/100 98.0% 98.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 94/100 94.0% 94.0% –
tve-115-hospitality-2 92/100 92.0% 92.0% –
tve-115-life-application-2 92/100 92.0% 92.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 88/100 88.0% 88.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 100/100 100.0% 100.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-sol-high -o results

claude-opus-5-high

Model claude:claude-opus-5
Effort high
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 95/100 95.0% 93.8% 100.0%
ast-115-chemistry 97/100 97.0% 100.0% 83.3%
ast-115-civics 81.4/100 81.4% 79.5% 87.5%
ast-115-geography 88.5/100 88.5% 94.3% 75.0%
ast-115-history 99/100 99.0% 100.0% 95.0%
ast-115-math-jia 100/100 100.0% 100.0% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 96.8/100 96.8% 96.0% 100.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 98/100 98.0% 97.1% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 126/128 98.4% 100.0% 93.3%
gsat-115-social 135/144 93.8% 94.4% 91.7%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 92/100 92.0% 92.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 92/100 92.0% 92.0% –
tve-115-art-film-2 94/100 94.0% 94.0% –
tve-115-business-management-1 94/100 94.0% 94.0% –
tve-115-business-management-2 100/100 100.0% 100.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 100/100 100.0% 100.0% –
tve-115-chinese 100/100 100.0% 100.0% 100.0%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 95/100 95.0% 95.0% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 92/100 92.0% 92.0% –
tve-115-electrical-2 98/100 98.0% 98.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 100/100 100.0% 100.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 98/100 98.0% 98.0% –
tve-115-food-2 98/100 98.0% 98.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 96/100 96.0% 96.0% –
tve-115-hospitality-1 100/100 100.0% 100.0% –
tve-115-hospitality-2 98/100 98.0% 98.0% –
tve-115-life-application-2 92/100 92.0% 92.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 98/100 98.0% 98.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 100/100 100.0% 100.0% –
tve-115-mechanical-2 98/100 98.0% 98.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 100/100 100.0% 100.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-opus-5-high -o results

codex-gpt-5-6-sol-xhigh

Model codex:gpt-5.6-sol
Effort xhigh
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.2
Ran 2026-08-23
Note thirty-two agents in parallel on one machine
Paper Score % Rule-graded Judged
ast-115-biology 97/100 97.0% 96.2% 100.0%
ast-115-chemistry 94.4/100 94.4% 93.2% 100.0%
ast-115-civics 81.6/100 81.6% 81.1% 83.3%
ast-115-geography 88.5/100 88.5% 94.3% 75.0%
ast-115-history 99/100 99.0% 100.0% 95.0%
ast-115-math-jia 96.8/100 96.8% 95.9% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 30/31 96.8% 96.0% 100.0%
cap-115-science 47/50 94.0% 94.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 98/100 98.0% 100.0% 90.0%
gsat-115-chinese-writing 50/50 100.0% – 100.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 124/128 96.9% 98.0% 93.3%
gsat-115-social 135/144 93.8% 94.4% 91.7%
tve-115-agriculture-1 98/100 98.0% 98.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 96/100 96.0% 96.0% –
tve-115-aquaculture-2 92/100 92.0% 92.0% –
tve-115-art-film-1 92/100 92.0% 92.0% –
tve-115-art-film-2 98/100 98.0% 98.0% –
tve-115-business-management-1 94/100 94.0% 94.0% –
tve-115-business-management-2 96/100 96.0% 96.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 100/100 100.0% 100.0% –
tve-115-chinese 98/100 98.0% 97.4% 100.0%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 87.5/100 87.5% 87.5% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 94/100 94.0% 94.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 100/100 100.0% 100.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 96/100 96.0% 96.0% –
tve-115-food-2 100/100 100.0% 100.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 98/100 98.0% 98.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 92/100 92.0% 92.0% –
tve-115-hospitality-1 98/100 98.0% 98.0% –
tve-115-hospitality-2 98/100 98.0% 98.0% –
tve-115-life-application-2 94/100 94.0% 94.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 97.5/100 97.5% 97.5% –
tve-115-mechanical-2 94/100 94.0% 94.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 97.5/100 97.5% 97.5% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry codex-gpt-5-6-sol-xhigh -o results

claude-opus-5-xhigh

Model claude:claude-opus-5
Effort xhigh
Papers 61 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note agentic CLIs run in parallel on one machine; wall time is not comparable across configurations
Paper Score % Rule-graded Judged
ast-115-biology 93/100 93.0% 93.8% 90.0%
ast-115-chemistry 98.4/100 98.4% 98.0% 100.0%
ast-115-civics 87.6/100 87.6% 83.7% 100.0%
ast-115-geography 83.5/100 83.5% 91.4% 65.0%
ast-115-history 100/100 100.0% 100.0% 100.0%
ast-115-math-jia 100/100 100.0% 100.0% 100.0%
ast-115-math-yi 100/100 100.0% 100.0% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 96.8/100 96.8% 96.0% 100.0%
gsat-115-chinese-writing 49/50 98.0% – 98.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 100/100 100.0% 100.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 122/128 95.3% 98.0% 86.7%
gsat-115-social 134/144 93.1% 94.4% 88.9%
tve-115-agriculture-1 100/100 100.0% 100.0% –
tve-115-agriculture-2 98/100 98.0% 98.0% –
tve-115-aquaculture-1 88/100 88.0% 88.0% –
tve-115-aquaculture-2 94/100 94.0% 94.0% –
tve-115-art-film-1 92/100 92.0% 92.0% –
tve-115-art-film-2 96/100 96.0% 96.0% –
tve-115-business-management-1 92/100 92.0% 92.0% –
tve-115-business-management-2 100/100 100.0% 100.0% –
tve-115-chemical-engineering-1 100/100 100.0% 100.0% –
tve-115-chemical-engineering-2 100/100 100.0% 100.0% –
tve-115-child-care-2 100/100 100.0% 100.0% –
tve-115-chinese 99/100 99.0% 100.0% 95.8%
tve-115-civil-architecture-1 100/100 100.0% 100.0% –
tve-115-civil-architecture-2 97.5/100 97.5% 97.5% –
tve-115-computer-electronics-2 100/100 100.0% 100.0% –
tve-115-design-1 94/100 94.0% 94.0% –
tve-115-electrical-2 100/100 100.0% 100.0% –
tve-115-electrical-electronics-1 100/100 100.0% 100.0% –
tve-115-engineering-management-1 100/100 100.0% 100.0% –
tve-115-engineering-management-2 100/100 100.0% 100.0% –
tve-115-english 100/100 100.0% 100.0% 100.0%
tve-115-food-1 98/100 98.0% 98.0% –
tve-115-food-2 100/100 100.0% 100.0% –
tve-115-foreign-language-english-2 100/100 100.0% 100.0% 100.0%
tve-115-foreign-language-japanese-2 100/100 100.0% 100.0% –
tve-115-health-nursing-1 100/100 100.0% 100.0% –
tve-115-health-nursing-2 98/100 98.0% 98.0% –
tve-115-home-economics-1 96/100 96.0% 96.0% –
tve-115-hospitality-1 100/100 100.0% 100.0% –
tve-115-hospitality-2 98/100 98.0% 98.0% –
tve-115-life-application-2 92/100 92.0% 92.0% –
tve-115-maritime-1 100/100 100.0% 100.0% –
tve-115-maritime-2 100/100 100.0% 100.0% –
tve-115-math-a 100/100 100.0% 100.0% –
tve-115-math-b 100/100 100.0% 100.0% –
tve-115-math-c 100/100 100.0% 100.0% –
tve-115-mechanical-1 100/100 100.0% 100.0% –
tve-115-mechanical-2 96/100 96.0% 96.0% –
tve-115-power-mechanical-1 100/100 100.0% 100.0% –
tve-115-power-mechanical-2 100/100 100.0% 100.0% –

a2b results fetch JacobLinCool/taiwan-exams-results --entry claude-opus-5-xhigh -o results

google-cloud-gemini-3-7-flash-low

Model google-cloud:gemini-3.7-flash
Effort low
Papers 21 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note solved with --concurrency 8, so solve_secs is throughput not latency; 41 points lost to fill-in-blank id violations in the maths papers
Paper Score % Rule-graded Judged
ast-115-biology 98/100 98.0% 97.5% 100.0%
ast-115-chemistry 95.4/100 95.4% 98.0% 83.3%
ast-115-civics 88/100 88.0% 84.2% 100.0%
ast-115-geography 88.5/100 88.5% 94.3% 75.0%
ast-115-history 98.8/100 98.8% 98.5% 100.0%
ast-115-math-jia 74/100 74.0% 74.4% 72.7%
ast-115-math-yi 94/100 94.0% 92.3% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 53/54 98.1% 98.1% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 93.2/100 93.2% 91.5% 100.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 85/100 85.0% 83.0% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 123/128 96.1% 100.0% 83.3%
gsat-115-social 136/144 94.4% 94.4% 94.4%

a2b results fetch JacobLinCool/taiwan-exams-results --entry google-cloud-gemini-3-7-flash-low -o results

google-cloud-gemini-3-7-flash-medium

Model google-cloud:gemini-3.7-flash
Effort medium
Papers 21 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note solved with --concurrency 8, so solve_secs is throughput not latency; 34 points lost to fill-in-blank id violations in the maths papers
Paper Score % Rule-graded Judged
ast-115-biology 96/100 96.0% 96.2% 95.0%
ast-115-chemistry 95.4/100 95.4% 98.0% 83.3%
ast-115-civics 90/100 90.0% 86.8% 100.0%
ast-115-geography 93.5/100 93.5% 97.1% 85.0%
ast-115-history 98.8/100 98.8% 98.5% 100.0%
ast-115-math-jia 80/100 80.0% 82.1% 72.7%
ast-115-math-yi 94/100 94.0% 92.3% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 91.6/100 91.6% 89.5% 100.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 75/100 75.0% 71.6% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 121/128 94.5% 98.0% 83.3%
gsat-115-social 140/144 97.2% 98.1% 94.4%

a2b results fetch JacobLinCool/taiwan-exams-results --entry google-cloud-gemini-3-7-flash-medium -o results

google-cloud-gemini-3-7-flash-high

Model google-cloud:gemini-3.7-flash
Effort high
Papers 21 from JacobLinCool/taiwan-exams
Judges google:gemini-3.7-flash, openai:gpt-5.6-sol
Runs per paper 1
Ingested by any-to-bench 0.1.1
Ran 2026-08-20
Note solved with --concurrency 8, so solve_secs is throughput not latency; 24 points lost to fill-in-blank id violations in the maths papers
Paper Score % Rule-graded Judged
ast-115-biology 95/100 95.0% 96.2% 90.0%
ast-115-chemistry 99/100 99.0% 100.0% 94.4%
ast-115-civics 88/100 88.0% 84.2% 100.0%
ast-115-geography 91.5/100 91.5% 94.3% 85.0%
ast-115-history 98.8/100 98.8% 98.5% 100.0%
ast-115-math-jia 76/100 76.0% 76.9% 72.7%
ast-115-math-yi 94/100 94.0% 92.3% 100.0%
ast-115-physics 100/100 100.0% 100.0% 100.0%
cap-115-chinese 42/42 100.0% 100.0% –
cap-115-english-reading 43/43 100.0% 100.0% –
cap-115-math 31/31 100.0% 100.0% 100.0%
cap-115-science 50/50 100.0% 100.0% –
cap-115-social 54/54 100.0% 100.0% –
cap-115-writing 6/6 100.0% – 100.0%
gsat-115-chinese 93.2/100 93.2% 91.5% 100.0%
gsat-115-chinese-writing 48/50 96.0% – 96.0%
gsat-115-english 100/100 100.0% 100.0% 100.0%
gsat-115-math-a 95/100 95.0% 94.3% 100.0%
gsat-115-math-b 100/100 100.0% 100.0% 100.0%
gsat-115-science 122/128 95.3% 100.0% 80.0%
gsat-115-social 138/144 95.8% 96.3% 94.4%

a2b results fetch JacobLinCool/taiwan-exams-results --entry google-cloud-gemini-3-7-flash-high -o results
Downloads last month
274
Number of rows:
43,830
Total file size:
28.7 MB