AIEvals

Benchmarks

AA-LCR v1.1

Extracting, reasoning about and synthesizing information in long documents.

Long-context reasoningReported independently by Artificial Analysis386 models run by Artificial AnalysisUpdated 8 October 2026

How it is run

AA evaluates documents ranging from 10k to 100k tokens using the cl100k_base tokenizer and reports its v1.1 score. Highest published effort per release; the table retains its snapshot date.

What it cannot tell you

Effort settings and evaluation versions matter. These source-specific results are kept separate from Vals AI and vendor reports. A missing score stays blank.

Leader
Kimi K388.67% · Artificial Analysis results, grouped here by release
Top-ten spread
5.00%Leader minus tenth place, or last place in smaller fields.
Median
50.84%of the 386 rows published
No published result
4of 46 models on this site

Artificial Analysis results by release

Highest published effort per model release, grouped here from AA’s public results. Grouping ranks are derived here; source settings and model-publisher reports stay separate.

#ModelScoreEffort
1Kimi K388.67%max
2Step 5 Preview88.33%Not specified
3MiMo-V2.6-Pro86.33%Not specified
4Claude Fable 5.185.33%max
5Claude Opus 5.584.67%max
6GPT-5.584.33%xhigh
7GPT-5.6 Sol84.00%max
7DeepSeek V4.1 Flash84.00%max
9GPT-6 Sol83.67%max
9GPT-5.6 Luna83.67%max
11GPT-6 Luna83.33%max
11Muse Glimmer83.33%high
11GPT-5.3 Codex83.33%xhigh
11Solar Mini 483.33%Not specified
15GPT-6.1 Sol83.00%max
15GPT-5.6 Terra83.00%max
15MiniMax-M383.00%Not specified
15Muse Spark 1.383.00%max
19Claude Sonnet 5.582.67%max
19GPT-5.282.67%xhigh
19Claude Haiku 5.582.67%max
22GPT-5.2 Codex82.33%xhigh
22Claude Fable 582.33%max
24Claude Sonnet 582.00%max
24Qwen3.8 27B82.00%xhigh
24GPT-5.482.00%xhigh
24Gemini 3.1 Pro Preview82.00%Not specified
28Nex-N2-Pro81.67%Not specified
28Gemini 3.7 Flash81.67%high
30Gemini 3.8 Flash81.33%high
30DeepSeek V4 Flash Vision81.33%max
32Kimi K2.681.00%Not specified
32Grok 4.681.00%xhigh
34GPT-6 Astra80.67%max
34Qwen3.6 Max Preview80.67%Not specified
36DeepSeek V4 Pro 081380.33%max
36Qwen3.8 2.4T A95B80.33%Not specified
36Qwen3.8 Max (0902)80.33%Not specified
39GLM 5.3 Flash80.00%max
39Claude Sonnet 4.680.00%max
39GPT-5.180.00%high
39Gemini 3.6 Flash80.00%high
39K2 Horizon 375B A23B80.00%Not specified
44MiMo-V2.5-Pro79.67%Not specified
44Qwen3.8-Flash-Next79.67%Not specified
44GLM-5.379.67%max
44DeepSeek V4 Flash 073179.67%max
44Gemini 4 Argon79.67%high
49Apodex 1.179.33%Not specified
49Claude Opus 579.33%max
49Nemotron 3 Ultra 550B A55B79.33%Not specified
49Grok 4.579.33%high
49Kimi K2.7 Code79.33%Not specified
54Muse Spark 1.279.00%xhigh
54Qwen3.7 Max79.00%Not specified
54Hy379.00%Not specified
57Claude Opus 4.778.67%max
58Ling-3.0-flash-VL78.33%Not specified
58JT-4.1 Flash 236B A21B78.33%Not specified
58MiniMax-M2.778.33%Not specified
58Qwen3.8 Max78.33%Not specified
58GLM-5.278.33%max
58Qwen3.6 Plus78.33%Not specified
64GPT-578.20%high
65Claude Opus 4.678.00%max
65Kimi K2.578.00%Not specified
65Muse Spark78.00%Not specified
68Qwen3.5 27B77.67%Not specified
68Claude Opus 4.877.67%max
68Muse Spark 1.177.67%xhigh
71Inkling77.33%xhigh
71Qwen3.5 397B A17B77.33%Not specified
71Claude Opus 4.577.33%Not specified
74GPT-5.4 mini77.00%xhigh
75Grok 4.776.67%xhigh
75GPT-5.4 nano76.67%xhigh
77Quasar 438B76.33%max
78Gemini 3.5 Flash-Lite76.00%high
78Motif 376.00%Not specified
78Gemini 3 Pro Preview76.00%high
78Claude 4.1 Opus76.00%Not specified
82GLM-575.67%Not specified
82Inkling Small75.67%Not specified
84MiMo-V2-Omni75.00%Not specified
85Grok Build 0.1 061674.67%Not specified
85o374.67%Not specified
85DeepSeek V4 Pro 042474.67%max
85Motif 3 (Beta)74.67%Not specified
89MiMo-V2.6-Flash74.33%Not specified
89Gemini 3.1 Flash-Lite74.33%high
89Qwen3 Max Thinking74.33%Not specified
89DeepSeek V4 Flash 042074.33%max
89Claude 4.5 Haiku74.33%Not specified
94Solar Pro 474.00%Not specified
94Grok 4.1 Fast74.00%Not specified
96GLM-5.173.67%Not specified
96Step 3.7 Flash73.67%high
96Ling-3.0-flash-Fin73.67%Not specified
99Gemini 3.5 Flash73.33%high
99MiniMax-M2.573.33%Not specified
99MiMo-V2-Omni-032773.33%Not specified
102MiMo-V2.573.00%Not specified
102Grok 4.373.00%high
102Qwen3.7 Plus73.00%Not specified
102Ling 3.0 Flash73.00%Not specified
102KAT Coder Pro V273.00%Not specified
107GPT-5 mini72.33%high
107Claude 4.5 Sonnet72.33%Not specified
109Qwen3.5 35B A3B72.00%Not specified
109Kimi K2 Thinking72.00%Not specified
109Qwen3 235B A22B 2507 (Reasoning)72.00%Not specified
112GLM-5-Turbo71.67%Not specified
112Doubao Seed Code71.67%Not specified
112K2 Horizon MoVA 36B A4B71.67%Not specified
112GPT-5 Codex71.67%high
112Mercury 2.571.67%Not specified
112Solar Open2 250B71.67%Not specified
118MiMo-V2-Flash (Feb 2026)71.33%Not specified
119GLM-4.771.00%Not specified
120GLM 5V Turbo70.33%Not specified
120Claude 4 Sonnet70.33%Not specified
122DeepSeek V3.2 Speciale70.00%Not specified
122A.X-K270.00%Not specified
122GPT-5.5 Instant (June 2026)70.00%Not specified
122Ring-2.6-1T70.00%xhigh
126K2 Horizon 7B69.67%Not specified
126Gemma 4 31B69.67%Not specified
128GPT-5.1 Codex69.33%high
128DeepSeek V3.1 Terminus69.33%Not specified
128Claude 4 Opus69.33%Not specified
128Mistral Medium 3.569.33%high
132Gemini 2.5 Pro69.00%Not specified
133GPT-4.168.33%Not specified
133MiMo-V2-Pro68.33%Not specified
135Grok 468.00%Not specified
136Grok 4.20 030967.67%Not specified
136MiniMax-M2.167.67%Not specified
138Qwen3.6 27B66.67%Not specified
138GPT-5.1 Codex mini66.67%high
140GPT-5.5 Instant (May 2026)66.33%Not specified
141JT-35B-Flash65.67%Not specified
141Nemotron 3 Super 120B A12B65.67%Not specified
141Gemma 4 26B A4B65.67%Not specified
144Gemini 2.5 Flash65.33%Not specified
144G9v3-39A5B65.33%Not specified
146o165.00%Not specified
146LongCat 2.065.00%Not specified
146GPT-5 (ChatGPT)65.00%Not specified
149Hy3-preview64.67%Not specified
150Qwen3.6 35B A3B64.33%Not specified
150MiniMax-M264.33%Not specified
152Nova 2.0 Pro Preview64.00%medium
153Qwen3.5 Omni Plus63.67%Not specified
153Qwen3 VL 235B A22B (Reasoning)63.67%Not specified
153Qwen3 Next 80B A3B (Reasoning)63.67%Not specified
156Step 3.5 Flash 260363.00%Not specified
157K2 Horizon 3.7B62.33%Not specified
158Qwen3 Max Thinking (Preview)62.00%Not specified
159Qwen3.5 122B A10B61.33%Not specified
159Seed-OSS-36B-Instruct61.33%Not specified
159Qwen3 30B A3B 2507 (Reasoning)61.33%Not specified
159K-EXAONE61.33%Not specified
163o4-mini61.00%high
164Nemotron 3.5 Lightning60.33%Not specified
164Nova 2.0 Lite60.33%high
164Ling 3.0 Tiny60.33%Not specified
167K-EXAONE 2.0 080360.00%Not specified
167Gemini 2.5 Flash Preview (Sep '25)60.00%Not specified
169Nova 2.0 Omni59.67%medium
170MiniCPM5-2B59.33%Not specified
171Grok 358.00%Not specified
172DeepSeek R1 (Jan '25)57.67%Not specified
172MiniMax M1 80k57.67%Not specified
174K2 Think V257.00%high
175DeepSeek V3.156.67%Not specified
176GPT-4o (ChatGPT)56.00%Not specified
177DeepSeek R1 0528 (May '25)55.67%Not specified
178Gemini 3 Flash Preview55.33%Not specified
178Qwen3 VL 32B (Reasoning)55.33%Not specified
178Grok 3 mini Reasoning55.33%high
181EXAONE 4.5 33B54.67%Not specified
181Ring-1T54.67%Not specified
183GLM-4.654.00%Not specified
184Kimi K253.00%Not specified
184Kimi K2 090553.00%Not specified
184Magistral Medium 1.253.00%Not specified
184Grok Code Fast 153.00%Not specified
188GLM-4.552.67%Not specified
188Qwen3 Next 80B A3B Instruct52.67%Not specified
188Command A+52.67%Not specified
191Qwen3.5 Omni Flash52.00%Not specified
191gpt-oss-120b52.00%high
193Claude 3.7 Sonnet51.67%Not specified
194Qwen3 Max50.00%Not specified
194Llama 4 Maverick50.00%Not specified
194Step 3.5 Flash50.00%Not specified
197Gemini 2.5 Flash-Lite Preview (Sep '25)49.67%Not specified
198GPT-4o (Nov '24)49.33%Not specified
199Granite 4.2 30B49.00%Not specified
200Qwen3 Coder Next47.00%Not specified
201GLM-4.5-Air46.67%Not specified
202Qwen3.5 9B46.00%Not specified
203Qwen3 Coder 480B A35B Instruct45.67%Not specified
203DeepSeek V3.245.67%Not specified
205GPT-5 nano45.00%high
205Granite 4.2 8B45.00%Not specified
207DeepSeek V3.2 Exp44.67%Not specified
208GPT-4.1 mini44.00%Not specified
209Mercury 243.67%high
210o3-mini43.00%high
210Qwen3 Max (Preview)43.00%Not specified
212Mistral Medium 3.142.67%Not specified
213GLM-4.7-Flash41.67%Not specified
213Ling-2.6-1T41.67%Not specified
215G9v3-3B41.33%Not specified
216Solar Open 100B41.00%high
216NVIDIA Nemotron Nano 12B v2 VL41.00%Not specified
216GPT-4o (Aug '24)41.00%Not specified
219DeepSeek V3 032440.67%Not specified
220INTELLECT-339.67%Not specified
220Nemotron 3 Nano Omni 30B A3B Reasoning39.67%Not specified
222Nemotron Cascade 2 30B A3B39.33%Not specified
223KAT-Coder-Pro V138.67%Not specified
224Celeris-138.00%Not specified
224Trinity Large Thinking38.00%Not specified
226North Mini Code37.33%Not specified
226Qwen3 4B 2507 (Reasoning)37.33%Not specified
228Ling-1T36.67%Not specified
229HyperNova 60B 260536.33%high
229MiMo-V2-Flash36.33%Not specified
231Mistral Large 336.00%Not specified
232Gemma 4 12B35.00%Not specified
232K2-V235.00%high
234gpt-oss-20b34.67%high
234Qwen3.5 4B34.67%Not specified
236Nova Premier34.33%Not specified
237Qwen3 235B A22B 2507 Instruct33.90%Not specified
238Qwen3 VL 8B (Reasoning)33.33%Not specified
239Qwen3 VL 235B A22B Instruct32.67%Not specified
239Qwen3 Coder 30B A3B Instruct32.67%Not specified
241Devstral 232.33%Not specified
241Solar Pro 332.33%high
243Gemini 2.5 Flash-Lite32.00%Not specified
243Devstral Medium32.00%Not specified
243Devstral Small (May '25)32.00%Not specified
246Mistral Medium 331.33%Not specified
246Ling 2.6 Flash31.33%Not specified
246Gemini 2.0 Flash (Feb '25)31.33%Not specified
249DeepSeek V3 (Dec '24)29.33%Not specified
250Mistral Small 428.33%Not specified
250LongCat Flash Lite28.33%Not specified
252Kimi Linear 48B A3B Instruct28.00%Not specified
252Devstral Small 228.00%Not specified
254Llama 4 Scout27.70%Not specified
255Claude 3 Haiku27.67%Not specified
256Claude 3.5 Haiku27.33%Not specified
257QwQ 32B26.67%Not specified
258Ministral 3 14B26.33%Not specified
258Qwen3 30B A3B 2507 Instruct26.33%Not specified
260Ministral 3 8B25.67%Not specified
261Llama 3.1 Instruct 405B25.33%Not specified
262Llama Nemotron Super 49B v1.524.67%Not specified
263Granite 4.2 3B24.33%Not specified
264Grok 4 Fast24.00%Not specified
264NVIDIA Nemotron Nano 9B V224.00%Not specified
264Gemma 4 E4B24.00%Not specified
267Granite 4.1 30B23.67%Not specified
268Grok 4.20 0309 v223.33%Not specified
269Cogito v2.122.67%Not specified
270Mistral Small 3.122.33%Not specified
270Hermes 4 - Llama-3.1 405B22.33%Not specified
272Tri-21B-think Preview21.67%Not specified
272NVIDIA Nemotron 3 Nano 4B21.67%Not specified
274Command A21.33%Not specified
274Apriel-v1.5-15B-Thinker21.33%Not specified
274Qwen3 VL 4B (Reasoning)21.33%Not specified
277Ring-flash-2.021.00%Not specified
277Nova Pro21.00%Not specified
279Mistral Small 3.220.33%Not specified
279GPT-4.1 nano20.33%Not specified
281DiffusionGemma 26B A4B19.67%Not specified
282Magistral Small 1.219.33%Not specified
282Jamba 1.7 Large19.33%Not specified
284Nova Lite19.00%Not specified
285Devstral Small (Jul '25)18.67%Not specified
286Llama 3.3 Nemotron Super 49B v118.33%Not specified
287Llama 3.1 Instruct 8B18.00%Not specified
288Ling-flash-2.017.67%Not specified
289GLM-4.6V17.00%Not specified
289Ministral 3 3B17.00%Not specified
291Qwen3 VL 8B Instruct16.67%Not specified
292Gemma 4 E2B16.33%Not specified
293Jamba 1.7 Mini16.00%Not specified
294Tri-21B-Think15.67%Not specified
294Llama 3.3 Instruct 70B15.67%Not specified
296Phi-4 Mini Instruct15.33%Not specified
297DeepSeek R1 0528 Qwen3 8B15.00%Not specified
298Motif-2-12.7B-Reasoning14.67%Not specified
298Mi:dm K 2.5 Pro Preview14.67%Not specified
300Qwen3.5 2B14.00%Not specified
300Qwen3 VL 4B Instruct14.00%Not specified
302HyperCLOVA X SEED Think (32B)13.67%Not specified
303Granite 4.1 8B13.33%Not specified
304Nova Micro13.00%Not specified
304JT-MINI13.00%Not specified
306Llama 3.2 Instruct 11B (Vision)12.67%Not specified
307Granite 4.0 H Small11.33%Not specified
307Qwen3 4B 2507 Instruct11.33%Not specified
309Falcon-H1R-7B11.00%Not specified
310NVIDIA Nemotron 3 Nano 30B A3B10.67%Not specified
311DeepSeek R1 Distill Qwen 14B10.33%Not specified
312DeepSeek R1 Distill Llama 70B10.00%Not specified
313Mi:dm K 2.5 Pro9.00%Not specified
314DeepSeek R1 Distill Qwen 32B8.67%Not specified
315Gemma 3 12B Instruct8.33%Not specified
315Llama 3.1 Nemotron Instruct 70B8.33%Not specified
317Qwen3.5 0.8B8.00%Not specified
318Gemma 3 27B Instruct7.33%Not specified
319Granite 4.0 Micro7.00%Not specified
319MiniCPM-V 4.6 1.3B7.00%Not specified
319Granite 4.0 H 1B7.00%Not specified
322Gemma 3 4B Instruct6.67%Not specified
322Llama 3.2 Instruct 1B6.67%Not specified
324K2 Horizon 0.9B6.33%Not specified
324Jamba Reasoning 3B6.33%Not specified
326MiniCPM5-1B6.00%Not specified
326Granite 4.1 3B6.00%Not specified
326Granite 4.0 1B6.00%Not specified
329LFM2.5-2.6B5.67%Not specified
330Hermes 4 - Llama-3.1 70B4.67%Not specified
331Llama 3.2 Instruct 3B4.33%Not specified
332Mistral Large 2 (Jul '24)2.00%Not specified
333DeepSeek R1 Distill Qwen 1.5B1.67%Not specified
334GLM-4.5V0.00%Not specified
334Gemma 3 270M0.00%Not specified
334Qwen3 Omni 30B A3B Instruct0.00%Not specified
334DeepSeek R1 Distill Llama 8B0.00%Not specified
334Qwen3 0.6B0.00%Not specified
334LFM2 1.2B0.00%Not specified
334Magistral Small 10.00%Not specified
334Qwen3 4B0.00%Not specified
334Mistral 7B Instruct0.00%Not specified
334Qwen3 1.7B0.00%Not specified
334Olmo 3 7B Think0.00%Not specified
334Sarvam M0.00%high
334Olmo 3.1 32B Think0.00%Not specified
334LFM2.5-VL-1.6B0.00%Not specified
334Qwen3 30B A3B0.00%Not specified
334Molmo2-8B0.00%Not specified
334Qwen3 235B A22B0.00%Not specified
334Solar Pro 20.00%high
334Qwen3 14B0.00%Not specified
334Sarvam 105B0.00%high
334LFM2.5-1.2B-Instruct0.00%Not specified
334Apertus 70B Instruct0.00%Not specified
334OLMo 2 32B0.00%Not specified
334Granite 4.0 350M0.00%Not specified
334LFM2.5-1.2B-Thinking0.00%Not specified
334Magistral Medium 10.00%Not specified
334LFM2 2.6B0.00%Not specified
334Sarvam 30B0.00%high
334Nanbeige4.1-3B0.00%Not specified
334Tiny Aya Global0.00%Not specified
334Exaone 4.0 1.2B0.00%Not specified
334Llama 3 Instruct 8B0.00%Not specified
334Apertus 8B Instruct0.00%Not specified
334Olmo 3 7B Instruct0.00%Not specified
334Olmo 3.1 32B Instruct0.00%Not specified
334Qwen3 8B0.00%Not specified
334Granite 4.0 H 350M0.00%Not specified
334Gemma 3n E4B Instruct0.00%Not specified
334Gemma 3n E2B Instruct0.00%Not specified
334Llama 3 Instruct 70B0.00%Not specified
334Step3 VL 10B0.00%Not specified
334Molmo 7B-D0.00%Not specified
334Qwen3 32B0.00%Not specified
334Llama 3.1 Nemotron Nano 4B v1.10.00%Not specified
334Qwen3 Omni 30B A3B (Reasoning)0.00%Not specified
334Olmo 3 32B Think0.00%Not specified
334Gemma 3 1B Instruct0.00%Not specified
334Reka Flash 30.00%Not specified
334LFM2.5-8B-A1B0.00%Not specified
334Mistral Small 30.00%Not specified
334Phi-40.00%Not specified
334OLMo 2 7B0.00%Not specified
334LFM2 24B A2B0.00%Not specified

No published result tracked

4 of the 46 models on this site have no published number on this benchmark, so their cells in the home table stay blank rather than reading as zero.

Read this with

Other versions of the same evaluation. Versions are not comparable: the task set changes between them.

Sources

Every page used for this benchmark, read on 17 October 2026.