EthIQ: Ethereum protocol knowledge benchmark

Machine-readable data behind this page: /api/overview?dataset=fusaka&prompt=bare&refusals=fallback (JSON). How to query EthIQ: /llms.txt.

Leaderboard

Ranked by pass rate. Filters: dataset=fusaka, prompt=bare, refusals=fallback. Questions in scope: 316. Models without full coverage of these questions are omitted unless include_partial=true.

RankModel IDModelLabEffortPromptPass rate95% CIQuestionsAvg cost/question
1gemini-4-argon-highgemini-4-argongooglehighbare88.6%84.6% to 91.7%316$0.0291
2claude-fable-5-1-maxclaude-fable-5-1anthropicmaxbare88.6%84.6% to 91.7%316$0.3262
3claude-opus-4.8-maxclaude-opus-4.8anthropicmaxbare88.3%84.3% to 91.4%316$0.2849
4claude-sonnet-5-5-xhighclaude-sonnet-5-5anthropicxhighbare88.0%83.9% to 91.1%316$0.0693
5claude-opus-5-maxclaude-opus-5anthropicmaxbare88.0%83.9% to 91.1%316$0.2071
6claude-fable-5-1-mediumclaude-fable-5-1anthropicmediumbare87.3%83.2% to 90.6%316$0.0536
7claude-fable-5-highclaude-fable-5anthropichighbare87.3%83.2% to 90.6%316$0.0874
8claude-opus-5-5-xhighclaude-opus-5-5anthropicxhighbare87.3%83.2% to 90.6%316$0.0999
9gpt-6.1-sol-maxgpt-6.1-solopenaimaxbare87.3%83.2% to 90.6%316$0.0139
10gpt-6.1-terra-xhighgpt-6.1-terraopenaixhighbare87.3%83.2% to 90.6%316$0.0025
11gpt-6-astra-maxgpt-6-astraopenaimaxbare87.1%82.9% to 90.3%316$0.0603
12gpt-6.1-sol-lowgpt-6.1-solopenailowbare87.0%82.9% to 90.3%316$0.0026
13gpt-6-astra-lowgpt-6-astraopenailowbare87.0%82.9% to 90.3%316$0.0132
14gpt-6.1-sol-highgpt-6.1-solopenaihighbare87.0%82.9% to 90.3%316$0.0048
15claude-fable-5-1-highclaude-fable-5-1anthropichighbare87.0%82.9% to 90.3%316$0.0693
16claude-fable-5-maxclaude-fable-5anthropicmaxbare87.0%82.9% to 90.3%316$0.2691
17claude-fable-5-1-xhighclaude-fable-5-1anthropicxhighbare87.0%82.9% to 90.3%316$0.1458
18claude-fable-5-xhighclaude-fable-5anthropicxhighbare86.7%82.5% to 90.0%316$0.1246
19claude-opus-4.7-maxclaude-opus-4.7anthropicmaxbare86.4%82.2% to 89.7%316$0.2365
20gpt-6.1-sol-mediumgpt-6.1-solopenaimediumbare86.4%82.2% to 89.7%316$0.0034
21gpt-6-astra-xhighgpt-6-astraopenaixhighbare86.4%82.2% to 89.7%316$0.0412
22claude-sonnet-5-5-highclaude-sonnet-5-5anthropichighbare86.1%81.8% to 89.5%316$0.0356
23claude-opus-5-highclaude-opus-5anthropichighbare86.1%81.8% to 89.5%316$0.0590
24gpt-6.1-sol-xhighgpt-6.1-solopenaixhighbare85.8%81.5% to 89.2%316$0.0097
25claude-opus-5-xhighclaude-opus-5anthropicxhighbare85.4%81.1% to 88.9%316$0.1010
26claude-haiku-5-5-maxclaude-haiku-5-5anthropicmaxbare85.4%81.1% to 88.9%316$0.0092
27claude-opus-4.8-highclaude-opus-4.8anthropichighbare85.4%81.1% to 88.9%316$0.0649
28claude-opus-4.8-xhighclaude-opus-4.8anthropicxhighbare85.4%81.1% to 88.9%316$0.1259
29claude-opus-4.7-xhighclaude-opus-4.7anthropicxhighbare85.1%80.8% to 88.6%316$0.0771
30claude-opus-5-mediumclaude-opus-5anthropicmediumbare84.8%80.4% to 88.3%316$0.0404
31gpt-5.6-sol-maxgpt-5.6-solopenaimaxbare84.8%80.4% to 88.3%316$0.0743
32claude-fable-5-lowclaude-fable-5anthropiclowbare84.5%80.1% to 88.1%316$0.0343
33claude-haiku-5-5-highclaude-haiku-5-5anthropichighbare84.5%80.1% to 88.1%316$0.0014
34claude-haiku-5-5-xhighclaude-haiku-5-5anthropicxhighbare84.2%79.7% to 87.8%316$0.0023
35gpt-6.1-terra-highgpt-6.1-terraopenaihighbare84.2%79.7% to 87.8%316$0.0016
36gpt-6.1-terra-maxgpt-6.1-terraopenaimaxbare83.9%79.4% to 87.5%316$0.0134
37gpt-5.3-codex-xhighgpt-5.3-codexopenaixhighbare83.9%79.4% to 87.5%316$0.1027
38claude-opus-4.8-mediumclaude-opus-4.8anthropicmediumbare83.5%79.1% to 87.2%316$0.0487
39claude-sonnet-5-5-mediumclaude-sonnet-5-5anthropicmediumbare83.5%79.1% to 87.2%316$0.0235
40claude-sonnet-5-5-lowclaude-sonnet-5-5anthropiclowbare82.9%78.4% to 86.7%316$0.0152
41gpt-5.6-sol-xhighgpt-5.6-solopenaixhighbare82.6%78.0% to 86.4%316$0.0442
42gemini-3.8-flash-highgemini-3.8-flashgooglehighbare82.0%77.3% to 85.8%316$0.0607
43gpt-5.4-xhighgpt-5.4openaixhighbare82.0%77.3% to 85.8%316$0.0964
44gpt-6.1-terra-mediumgpt-6.1-terraopenaimediumbare82.0%77.3% to 85.8%316$0.0013
45claude-opus-4.5-highclaude-opus-4.5anthropichighbare82.0%77.3% to 85.8%316$0.1529
46claude-opus-4.8-lowclaude-opus-4.8anthropiclowbare81.6%77.0% to 85.5%316$0.0296
47gpt-5.5-xhighgpt-5.5openaixhighbare81.6%77.0% to 85.5%316$0.1913
48grok-4.7-highgrok-4.7x-aihighbare81.0%76.3% to 85.0%316$0.0803
49gpt-5.3-codex-highgpt-5.3-codexopenaihighbare81.0%76.3% to 85.0%316$0.0445
50gpt-6-sol-xhighgpt-6-solopenaixhighbare80.7%76.0% to 84.7%316$0.0111
51kimi-k3.1-pro-maxkimi-k3.1-promoonshotaimaxbare80.7%76.0% to 84.7%316$0.0935
52grok-4.6-highgrok-4.6x-aihighbare80.4%75.6% to 84.4%316$0.0365
53gpt-6.1-terra-lowgpt-6.1-terraopenailowbare80.4%75.6% to 84.4%316$0.0011
54gpt-5.5-highgpt-5.5openaihighbare80.4%75.6% to 84.4%316$0.1070
55claude-opus-4.5-16kclaude-opus-4.5anthropicmediumbare80.1%75.3% to 84.1%316$0.1155
56gemini-3.1-pro-preview-highgemini-3.1-pro-previewgooglehighbare79.7%75.0% to 83.8%316$0.0928
57muse-wonder-highmuse-wondermetahighbare79.4%74.6% to 83.5%316$0.1070
58claude-sonnet-4.6-highclaude-sonnet-4.6anthropichighbare79.4%74.6% to 83.5%316$0.1801
59gemini-3.7-flash-highgemini-3.7-flashgooglehighbare79.1%74.3% to 83.2%316$0.0086
60gpt-5.4-highgpt-5.4openaihighbare78.8%74.0% to 82.9%316$0.0484
61gpt-5.4-mediumgpt-5.4openaimediumbare78.5%73.6% to 82.7%316$0.0185
62gpt-5.5-mediumgpt-5.5openaimediumbare78.5%73.6% to 82.7%316$0.0427
63gpt-5.3-codex-mediumgpt-5.3-codexopenaimediumbare77.8%73.0% to 82.1%316$0.0207
64grok-4.5-highgrok-4.5x-aihighbare76.3%71.3% to 80.6%316$0.0448
65gpt-5.6-sol-lowgpt-5.6-solopenailowbare76.3%71.3% to 80.6%316$0.0121
66gpt-6-sol-lowgpt-6-solopenailowbare75.6%70.6% to 80.0%316$0.0031
67kimi-k3-highkimi-k3moonshotaihighbare75.4%70.6% to 79.6%316$0.1165
68gpt-5.5-lowgpt-5.5openailowbare75.0%69.9% to 79.5%316$0.0246
69kimi-k3-maxkimi-k3moonshotaimaxbare74.4%69.3% to 78.9%316$0.1105
70gpt-5.6-terra-xhighgpt-5.6-terraopenaixhighbare74.1%68.9% to 78.6%316$0.0303
71muse-spark-1.2-highmuse-spark-1.2metahighbare73.7%68.6% to 78.3%316$0.0394
72deepseek-v4.1-flash-1017-highdeepseek-v4.1-flash-1017deepseekhighbare73.7%68.6% to 78.3%316$0.0027
73gpt-5.4-lowgpt-5.4openailowbare73.7%68.6% to 78.3%316$0.0124
74mimo-v2.6-pro-highmimo-v2.6-proxiaomihighbare73.4%68.3% to 78.0%316$0.0241
75gemini-3.5-flash-highgemini-3.5-flashgooglehighbare72.8%67.6% to 77.4%316$0.0849
76muse-spark-open-highmuse-spark-openmetahighbare72.8%67.6% to 77.4%316$0.0484
77qwen3.7-max-highqwen3.7-maxqwenhighbare72.5%67.3% to 77.1%316$0.0232
78gemini-3-flash-highgemini-3-flashgooglehighbare71.8%66.6% to 76.5%316$0.0256
79gpt-6-luna-maxgpt-6-lunaopenaimaxbare71.2%66.0% to 75.9%316$0.0018
80deepseek-v4.1-flash-highdeepseek-v4.1-flashdeepseekhighbare70.6%65.3% to 75.3%316$0.0104
81qwen3.8-2.4t-a95b-highqwen3.8-2.4t-a95bqwenhighbare70.3%65.0% to 75.0%316$0.0289
82claude-sonnet-4.5-highclaude-sonnet-4.5anthropichighbare70.3%65.0% to 75.0%316$0.0856
83gpt-5.4-mini-xhighgpt-5.4-miniopenaixhighbare69.9%64.7% to 74.7%316$0.1200
84deepseek-v4-pro-0813-highdeepseek-v4-pro-0813deepseekhighbare69.0%63.7% to 73.8%316$0.0791
85kimi-k2.6-highkimi-k2.6moonshotaihighbare69.0%63.7% to 73.8%316$0.0742
86claude-sonnet-5-lowclaude-sonnet-5anthropiclowbare68.4%63.0% to 73.2%316$0.0197
87gpt-5.6-terra-lowgpt-5.6-terraopenailowbare68.0%62.7% to 72.9%316$0.0108
88claude-opus-4.1-32kclaude-opus-4.1anthropichighbare67.1%61.7% to 72.0%316$0.2496
89kimi-k2.7-code-highkimi-k2.7-codemoonshotaihighbare65.5%60.1% to 70.5%316$0.0444
90kimi-k2.5-highkimi-k2.5moonshotaihighbare65.5%60.1% to 70.5%316$0.0140
91claude-opus-4.1-16kclaude-opus-4.1anthropicmediumbare65.5%60.1% to 70.5%316$0.1979
92deepseek-v4-flash-0731deepseek-v4-flash-0731deepseekmaxbare64.9%59.8% to 69.8%316$0.0000
93gpt-5.4-mini-highgpt-5.4-miniopenaihighbare64.6%59.1% to 69.6%316$0.0336
94deepseek-v4-flash-0731-highdeepseek-v4-flash-0731deepseekhighbare63.9%58.5% to 69.0%316$0.0000
95gpt-5.1-highgpt-5.1openaihighbare63.9%58.5% to 69.0%316$0.1240
96qwen3.8-flash-highqwen3.8-flashqwenhighbare63.6%58.2% to 68.7%316$0.0188
97gpt-5.3-chatgpt-5.3-chatopenai-bare63.0%57.5% to 68.1%316$0.0148
98claude-sonnet-4-5-16kclaude-sonnet-4.5anthropicmediumbare63.0%57.5% to 68.1%316$0.0500
99kimi-k2.5kimi-k2.5moonshotai-bare62.7%57.2% to 67.8%316$0.0135
100gpt-5-highgpt-5openaihighbare62.3%56.9% to 67.5%316$0.0974
101deepseek-v4-pro-highdeepseek-v4-prodeepseekhighbare61.4%55.9% to 66.6%316$0.0285
102glm-5.2-highglm-5.2z-aihighbare61.1%55.6% to 66.3%316$0.0406
103gpt-5.2-codex-lowgpt-5.2-codexopenailowbare60.8%55.3% to 66.0%316$0.0203
104gpt-5.4-mini-mediumgpt-5.4-miniopenaimediumbare60.8%55.3% to 66.0%316$0.0163
105claude-sonnet-4-highclaude-sonnet-4anthropichighbare60.4%55.0% to 65.7%316$0.0712
106glm-5.3-flash-fp8-baseten-high-131kglm-5.3-flashz-aihighbare59.5%54.0% to 64.8%316$0.0051
107glm-5.3-flash-fp4-local-qad-highglm-5.3-flashz-aihighbare58.9%53.4% to 64.1%316$0.0000
108gpt-5.6-luna-lowgpt-5.6-lunaopenailowbare57.9%52.4% to 63.2%316$0.0011
109claude-sonnet-4-16kclaude-sonnet-4anthropicmediumbare57.9%52.4% to 63.2%316$0.0510
110qwen3.8-flash-xhighqwen3.8-flashqwenxhighbare57.6%52.1% to 62.9%316$0.0182
111hunter-alpha-highhunter-alphaopenrouterhighbare57.6%52.1% to 62.9%316$0.0000
112qwen3.6-plus-preview-highqwen3.6-plus-previewqwenhighbare57.0%51.5% to 62.3%316$0.0000
113ox-alpha-highox-alphastealthhighbare56.6%51.1% to 62.0%316$0.0000
114grok-4.20-beta-highgrok-4.20-betax-aihighbare56.3%50.8% to 61.7%316$0.0166
115grok-4.3-highgrok-4.3x-aihighbare56.3%50.8% to 61.7%316$0.0408
116mistral-large-4-0-highmistral-large-4-0mistralhighbare56.0%50.5% to 61.4%316$0.0228
117glm-5-highglm-5z-aihighbare56.0%50.5% to 61.4%316$0.0279
118glm-5.3-highglm-5.3z-aihighbare55.7%50.2% to 61.1%316$0.0367
119mimo-v2.5-pro-highmimo-v2.5-proxiaomihighbare55.1%49.6% to 60.5%316$0.0066
120deepseek-v4-flashdeepseek-v4-flashdeepseekmaxbare54.7%49.2% to 60.1%316$0.0000
121glm-5.3-flash-nvfp4-sglang-h-high-65kglm-5.3-flashz-aihighbare54.4%48.9% to 59.8%316$0.0000
122minimax-m3-highminimax-m3minimaxhighbare54.4%48.9% to 59.8%316$0.0165
123claude-3.7-sonnet-thinkingclaude-3.7-sonnetanthropichighbare54.1%48.6% to 59.5%316$0.1407
124deepseek-v4-flash-0731-lowdeepseek-v4-flash-0731deepseeklowbare53.5%48.0% to 58.9%316$0.0000
125qwen3.5-397b-a17bqwen3.5-397b-a17bqwen-bare52.8%47.3% to 58.3%316$0.0169
126glm-5.3-flash-nvfp4-qad-kraken-high-131kglm-5.3-flashz-aihighbare52.2%46.7% to 57.7%316$0.0000
127deepseek-v4-flash-highdeepseek-v4-flashdeepseekhighbare51.6%46.1% to 57.0%316$0.0014
128gemini-3-flashgemini-3-flashgoogle-bare51.6%46.1% to 57.0%316$0.0015
129gpt-5.4-mini-lowgpt-5.4-miniopenailowbare51.3%45.8% to 56.7%316$0.0044
130deepseek-r1deepseek-r1deepseekhighbare50.6%45.1% to 56.1%316$0.0139
131inkling-highinklingthinkingmachineshighbare50.0%44.5% to 55.5%316$0.0578
132gemini-3.1-flash-lite-preview-highgemini-3.1-flash-lite-previewgooglehighbare49.4%43.9% to 54.9%316$0.0092
133qwen3-235b-a22b-thinking-2507qwen3-235b-a22b-thinking-2507qwenhighbare49.1%43.6% to 54.5%316$0.0213
134gpt-5.3-codex-spark-xhighgpt-5.3-codex-sparkopenaixhighbare48.7%43.3% to 54.2%316$0.2953
135glm-4.7-highglm-4.7z-aihighbare46.8%41.4% to 52.3%316$0.0186
136deepseek-r1-0528deepseek-r1-0528deepseekhighbare46.2%40.8% to 51.7%316$0.0107
137minimax-m3.1-flash-xhighminimax-m3.1-flashminimaxxhighbare46.2%40.8% to 51.7%316$0.0000
138qwen3-max-thinkingqwen3-max-thinkingqwenhighbare45.9%40.5% to 51.4%316$0.0366
139healer-alpha-highhealer-alphaopenrouterhighbare45.6%40.2% to 51.1%316$0.0000
140o4-mini-higho4-miniopenaihighbare44.6%39.2% to 50.1%316$0.0499
141grok-code-fast-1-highgrok-code-fast-1x-aihighbare44.0%38.6% to 49.5%316$0.0056
142claude-haiku-4.5-highclaude-haiku-4.5anthropichighbare43.7%38.3% to 49.2%316$0.0601
143qwen3.6-27b-highqwen3.6-27bqwenhighbare43.7%38.3% to 49.2%316$0.0205
144qwen3.8-27bqwen3.8-27bqwenxhighbare43.4%38.0% to 48.9%316$0.0000
145minimax-m2.7-highminimax-m2.7minimaxhighbare43.0%37.7% to 48.5%316$0.0158
146qwen3.8-27b-nvfp4-xhighqwen3.8-27bqwenxhighbare42.7%37.4% to 48.2%316$0.0000
147qwen3.5-122b-a10b-sfqwen3.5-122b-a10bqwen-bare42.7%37.4% to 48.2%316$0.0000
148qwen3-maxqwen3-maxqwen-bare42.7%37.4% to 48.2%316$0.0028
149claude-haiku-4.5claude-haiku-4.5anthropic-bare42.1%36.8% to 47.6%316$0.0031
150minimax-m2.5minimax-m2.5minimax-bare40.6%35.6% to 45.8%316$0.0103
151gpt-oss-120b-low-ef-ecodevgpt-oss-120bopenailowbare40.5%35.2% to 46.0%316$0.0000
152gpt-oss-120b-medium-ef-ecodevgpt-oss-120bopenaimediumbare39.6%34.3% to 45.0%316$0.0000
153qwen3.5-27bqwen3.5-27bqwen-bare39.6%34.3% to 45.0%316$0.0147
154deepseek-v3.1deepseek-v3.1deepseek-bare39.6%34.3% to 45.0%316$0.0010
155step-3.7-flash-highstep-3.7-flashstepfunhighbare38.9%33.7% to 44.4%316$0.0340
156gpt-oss-120b-mediumgpt-oss-120bopenaimediumbare38.6%33.4% to 44.1%316$0.0004
157deepseek-v3.2deepseek-v3.2deepseek-bare38.3%33.1% to 43.8%316$0.0005
158llama-4-maverickllama-4-maverickmeta-bare38.3%33.1% to 43.8%316$0.0005
159qwen3.8-27b-nvfp4-mediumqwen3.8-27bqwenmediumbare37.7%32.5% to 43.1%316$0.0000
160muse-glimmer-30b-highmuse-glimmer-30bmetahighbare37.7%32.5% to 43.1%316$0.0145
161deepseek-v3deepseek-v3deepseek-bare37.7%32.5% to 43.1%316$0.0005
162gemini-2.5-flash-highgemini-2.5-flashgooglehighbare37.3%32.2% to 42.8%316$0.0146
163gpt-oss-120b-high-ef-ecodevgpt-oss-120bopenaihighbare37.3%32.2% to 42.8%316$0.0000
164qwen3.6-35b-a3b-highqwen3.6-35b-a3bqwenhighbare37.3%32.2% to 42.8%316$0.0081
165grok-4.1-fast-highgrok-4.1-fastx-aihighbare36.7%31.6% to 42.2%316$0.0043
166owl-alphaowl-alphaopenrouter-bare36.4%31.3% to 41.8%316$0.0000
167grok-3grok-3x-ai-bare36.4%31.3% to 41.8%316$0.0051
168mistral-small-2603-highmistral-small-2603mistralhighbare36.1%31.0% to 41.5%316$0.0028
169claude-3.5-haikuclaude-3.5-haikuanthropic-bare35.8%30.7% to 41.2%316$0.0012
170qwen3.5-35b-a3bqwen3.5-35b-a3bqwen-bare35.8%30.7% to 41.2%316$0.0139
171grok-3-mini-highgrok-3-minix-aihighbare35.1%30.1% to 40.5%316$0.0041
172minimax-m2.5-highminimax-m2.5minimaxhighbare34.5%29.5% to 39.9%316$0.0111
173mistral-large-2512mistral-large-2512mistral-bare34.2%29.2% to 39.6%316$0.0008
174qwen3.6-35b-a3b-q8qwen3.6-35b-a3bqwen-bare33.9%28.9% to 39.2%316$0.0000
175qwen3.5-27b-uncensoredqwen3.5-27b-uncensored-hauhaucs-aggressiveqwen-bare33.9%28.9% to 39.2%316$0.0000
176mistral-medium-3.1mistral-medium-3.1mistral-bare33.2%28.3% to 38.6%316$0.0007
177grok-4-fast-highgrok-4-fastx-aihighbare32.9%28.0% to 38.3%316$0.0036
178laguna-s-2.1-fp8laguna-s-2.1starflinger-bare32.6%27.7% to 37.9%316$0.0000
179gpt-oss-120b-lowgpt-oss-120bopenailowbare32.3%27.4% to 37.6%316$0.0001
180gpt-5-nano-highgpt-5-nanoopenaihighbare32.0%27.1% to 37.3%316$0.0047
181gpt-4o-2024-05-13gpt-4o-2024-05-13openai-bare32.0%27.1% to 37.3%316$0.0061
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197qwen-2.5-72b-instructqwen-2.5-72b-instructqwen-bare26.3%21.7% to 31.4%316$0.0004
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207gpt-4.1-nanogpt-4.1-nanoopenai-bare20.3%16.2% to 25.0%316$0.0002
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209gpt-4o-minigpt-4o-miniopenai-bare18.4%14.5% to 23.0%316$0.0002
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211gpt-3.5-turbogpt-3.5-turboopenai-bare17.4%13.6% to 22.0%316$0.0003
212command-rcommand-rcohere-bare17.1%13.3% to 21.6%316$0.0001
213hermes-4-70bhermes-4-70bnousresearch-bare16.5%12.8% to 20.9%316$0.0001
214phi-4phi-4microsoft-bare15.5%11.9% to 19.9%316$0.0001
215llama-3-instruct-8bllama-3-instruct-8bmeta-bare10.8%7.8% to 14.7%316$0.0000
216llama-3.1-instruct-8bllama-3.1-instruct-8bmeta-bare9.5%6.7% to 13.2%316$0.0000
217llama-3.2-instruct-3bllama-3.2-instruct-3bmeta-bare7.0%4.6% to 10.3%316$0.0001
218mixtral-8x7b-instructmixtral-8x7b-instructmistral-bare6.0%3.9% to 9.2%316$0.0005
219llama-3.2-instruct-1bllama-3.2-instruct-1bmeta-bare0.6%0.2% to 2.3%316$0.0003