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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

modalityAllTextImageAudioTabularVideo
taskAllText generationQuestion answeringImage classificationSpeech
sizeAllUnder 1K1K – 10K100K – 1M1M – 10M
formatAllParquetJSONCSVWebDataset
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01melephant /2l-bilinear-attn pile Quadratic/bilinear attention causal language model trained with the tensor-mars research stack. This repository packages the final checkpoint, configuration, and reference model code. ## Training configuration ```yaml batch_size: 384 max_steps: 33333 warmup_steps: 200 lr: 0.0003 optimizer: Muon + AdamW dtype: bfloat16 grad_clip: 1.0 ``` ## Data + tokenizer - Context length: 512 | Vocab size: 4096 ## Metrics - **train_loss**: 3.9820… See the full description on the dataset page: https://huggingface.co/datasets/melephant/2l-bilinear-attn.tabular1K<n<10K0 likes226 downloads5mo agoHugging Face02chengfu0118 /Custom-OpenThinker-32B_1754027458_eval_e0d7_gpqadiamond_prn_attn_0 chengfu0118/Custom-OpenThinker-32B_1754027458_eval_e0d7_gpqadiamond_prn_attn_0 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 59.09% ± 2.51% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 58.59% 116 198 2 54.04% 107 198 3 64.65% 128 198 tabularn<1K0 likes71 downloads1y agoHugging Face03attn-signs /gromov-max Gromov-Max Mathematical dataset with reasoning traces, generated synthetically.Dataset contains ~87k * 2gen synthetical examples out of DeepSeek-R1-Qwen3 distill (0528).Dataset contains difficulties from 1 to 10: Difficulty distribution 1: 2036 examples 2: 16006 examples 3: 19579 examples 4: 7234 examples 5: 10437 examples 6: 10702 examples 7: 14312 examples 8: 6067 examples 9: 246 examples 10: 7 examples Mean difficulty -… See the full description on the dataset page: https://huggingface.co/datasets/attn-signs/gromov-max.tabular10K<n<100K2 likes59 downloads1y agoHugging Face04chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599205_eval_3444_gpqadiamond_skip_attn_idx_2 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599205_eval_3444_gpqadiamond_skip_attn_idx_2 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 38.38% ± 1.09% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 36.36% 72 198 2 37.88% 75 198 3 40.91% 81 198 tabularn<1K0 likes54 downloads1y agoHugging Face05chengfu0118 /Custom-OpenThinker-32B_1754027748_eval_e0d7_gpqadiamond_prn_attn_1 chengfu0118/Custom-OpenThinker-32B_1754027748_eval_e0d7_gpqadiamond_prn_attn_1 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 60.94% ± 0.69% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 60.10% 119 198 2 60.10% 119 198 3 62.63% 124 198 tabularn<1K0 likes53 downloads1y agoHugging Face06chengfu0118 /Custom-OpenThinker-32B_1754027544_eval_e0d7_gpqadiamond_prn_attn_2 chengfu0118/Custom-OpenThinker-32B_1754027544_eval_e0d7_gpqadiamond_prn_attn_2 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 56.06% ± 0.41% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 55.05% 109 198 2 56.57% 112 198 3 56.57% 112 198 tabularn<1K0 likes51 downloads1y agoHugging Face07chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599336_eval_3444_gpqadiamond_skip_attn_idx_5 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599336_eval_3444_gpqadiamond_skip_attn_idx_5 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 27.27% ± 1.72% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 23.23% 46 198 2 28.28% 56 198 3 30.30% 60 198 tabularn<1K0 likes50 downloads1y agoHugging Face08chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599421_eval_3444_gpqadiamond_skip_attn_idx_7 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599421_eval_3444_gpqadiamond_skip_attn_idx_7 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 33.84% ± 1.95% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 30.30% 60 198 2 32.83% 65 198 3 38.38% 76 198 tabularn<1K0 likes49 downloads1y agoHugging Face09Yi30 /hunyuan-image3-dit-attn-capture HunyuanImage-3.0 DiT attention capture — handoff Real attention inputs (q/k/v + mask) captured from the HunyuanImage-3.0 DiT, for kernel work: choosing/implementing an attention backend that can serve this model. The mask here is structural, not a padding mask, so it is the part that constrains what a kernel can accept. What's in this bundle File Size Contents out/call0_rank0.npz 16.5 MiB prefill — q/k/v + mask out/call32_rank0.npz 14.0 MiB denoise —… See the full description on the dataset page: https://huggingface.co/datasets/Yi30/hunyuan-image3-dit-attn-capture.tabularn<1K0 likes48 downloads6d agoHugging Face10chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599159_eval_3444_gpqadiamond_skip_attn_idx_1 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599159_eval_3444_gpqadiamond_skip_attn_idx_1 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 16.16% ± 0.41% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 15.66% 31 198 2 15.66% 31 198 3 17.17% 34 198 tabularn<1K0 likes45 downloads1y agoHugging Face11chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754577788_eval_3444_gpqadiamond_prn_attn_idx_0tabularn<1K0 likes44 downloads1y agoHugging Face12chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599248_eval_3444_gpqadiamond_skip_attn_idx_3 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599248_eval_3444_gpqadiamond_skip_attn_idx_3 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 22.56% ± 0.73% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 21.21% 42 198 2 22.22% 44 198 3 24.24% 48 198 tabularn<1K0 likes42 downloads1y agoHugging Face13chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599292_eval_3444_gpqadiamond_skip_attn_idx_4 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599292_eval_3444_gpqadiamond_skip_attn_idx_4 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 27.61% ± 1.35% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 26.77% 53 198 2 25.25% 50 198 3 30.81% 61 198 tabularn<1K0 likes42 downloads1y agoHugging Face14chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599506_eval_3444_gpqadiamond_skip_attn_idx_9 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599506_eval_3444_gpqadiamond_skip_attn_idx_9 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 23.91% ± 0.77% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 22.73% 45 198 2 23.23% 46 198 3 25.76% 51 198 tabularn<1K0 likes38 downloads1y agoHugging Face15chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599547_eval_3444_gpqadiamond_skip_attn_idx_10 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599547_eval_3444_gpqadiamond_skip_attn_idx_10 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 27.95% ± 2.15% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 23.23% 46 198 2 28.28% 56 198 3 32.32% 64 198 tabularn<1K0 likes36 downloads1y agoHugging Face16chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599117_eval_3444_gpqadiamond_skip_attn_idx_0 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599117_eval_3444_gpqadiamond_skip_attn_idx_0 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 6.23% ± 0.36% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 7.07% 14 198 2 5.56% 11 198 3 6.06% 12 198 tabularn<1K0 likes36 downloads1y agoHugging Face17chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754592824_eval_759d_aime24_skip_attn_idx_10 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754592824_eval_759d_aime24_skip_attn_idx_10 Precomputed model outputs for evaluation. Evaluation Results AIME24 Average Accuracy: 10.00% ± 1.15% Number of Runs: 10 Run Accuracy Questions Solved Total Questions 1 6.67% 2 30 2 10.00% 3 30 3 16.67% 5 30 4 6.67% 2 30 5 6.67% 2 30 6 6.67% 2 30 7 10.00% 3 30 8 10.00% 3 30 9 16.67% 5 30 10 10.00% 3 30 tabularn<1K0 likes33 downloads1y agoHugging Face18chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599679_eval_3444_gpqadiamond_skip_attn_idx_11 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599679_eval_3444_gpqadiamond_skip_attn_idx_11 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 29.46% ± 2.98% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 23.23% 46 198 2 29.29% 58 198 3 35.86% 71 198 tabularn<1K0 likes33 downloads1y agoHugging Face19chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599633_eval_3444_gpqadiamond_skip_attn_idx_12 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599633_eval_3444_gpqadiamond_skip_attn_idx_12 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 37.04% ± 0.36% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 37.88% 75 198 2 36.36% 72 198 3 36.87% 73 198 tabularn<1K0 likes33 downloads1y agoHugging Face20chengfu0118 /Custom-Bespoke-Stratos-7B_1753961306_eval_466d_math500_skip_attn_1 chengfu0118/Custom-Bespoke-Stratos-7B_1753961306_eval_466d_math500_skip_attn_1 Precomputed model outputs for evaluation. Evaluation Results MATH500 Accuracy: 1.80% Accuracy Questions Solved Total Questions 1.80% 9 500 tabularn<1K0 likes31 downloads1y agoHugging Face21chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599715_eval_3444_gpqadiamond_skip_attn_idx_14 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599715_eval_3444_gpqadiamond_skip_attn_idx_14 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 31.65% ± 1.10% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 30.30% 60 198 2 30.30% 60 198 3 34.34% 68 198 tabularn<1K0 likes30 downloads1y agoHugging Face22chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599800_eval_3444_gpqadiamond_skip_attn_idx_16 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599800_eval_3444_gpqadiamond_skip_attn_idx_16 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 31.48% ± 1.45% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 28.79% 57 198 2 30.81% 61 198 3 34.85% 69 198 tabularn<1K0 likes30 downloads1y agoHugging Face23chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599380_eval_3444_gpqadiamond_skip_attn_idx_6 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599380_eval_3444_gpqadiamond_skip_attn_idx_6 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 40.40% ± 0.48% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 40.40% 80 198 2 39.39% 78 198 3 41.41% 82 198 tabularn<1K0 likes29 downloads1y agoHugging Face24chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599884_eval_3444_gpqadiamond_skip_attn_idx_18 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599884_eval_3444_gpqadiamond_skip_attn_idx_18 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 31.65% ± 2.84% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 26.77% 53 198 2 29.80% 59 198 3 38.38% 76 198 tabularn<1K0 likes29 downloads1y agoHugging Face25chengfu0118 /Custom-OpenThinker-32B_1754022354_eval_104b_aime24_prn_attn_1 chengfu0118/Custom-OpenThinker-32B_1754022354_eval_104b_aime24_prn_attn_1 Precomputed model outputs for evaluation. Evaluation Results AIME24 Average Accuracy: 59.00% ± 0.95% Number of Runs: 10 Run Accuracy Questions Solved Total Questions 1 56.67% 17 30 2 56.67% 17 30 3 60.00% 18 30 4 63.33% 19 30 5 53.33% 16 30 6 63.33% 19 30 7 56.67% 17 30 8 60.00% 18 30 9 60.00% 18 30 10 60.00% 18 30 tabularn<1K0 likes28 downloads1y agoHugging Face26chengfu0118 /Custom-OpenThinker-32B_1754028628_eval_07bc_livecodebench_prn_attn_1 chengfu0118/Custom-OpenThinker-32B_1754028628_eval_07bc_livecodebench_prn_attn_1 Precomputed model outputs for evaluation. Evaluation Results LiveCodeBench Average Accuracy: 69.11% ± 0.45% Number of Runs: 6 Run Accuracy Questions Solved Total Questions 1 70.84% 362 511 2 69.08% 353 511 3 69.28% 354 511 4 67.51% 345 511 5 68.49% 350 511 6 69.47% 355 511 tabular1K<n<10K0 likes27 downloads1y agoHugging Face27chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599675_eval_3444_gpqadiamond_skip_attn_idx_13 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599675_eval_3444_gpqadiamond_skip_attn_idx_13 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 33.33% ± 1.26% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 30.30% 60 198 2 35.35% 70 198 3 34.34% 68 198 tabularn<1K0 likes27 downloads1y agoHugging Face28chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754599757_eval_3444_gpqadiamond_skip_attn_idx_15 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754599757_eval_3444_gpqadiamond_skip_attn_idx_15 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 37.37% ± 0.63% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 36.36% 72 198 2 36.87% 73 198 3 38.89% 77 198 tabularn<1K0 likes27 downloads1y agoHugging Face29chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754691065_eval_6a28_math500_top-5-voting_num_prune_attn_6 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754691065_eval_6a28_math500_top-5-voting_num_prune_attn_6 Precomputed model outputs for evaluation. Evaluation Results MATH500 Accuracy: 54.80% Accuracy Questions Solved Total Questions 54.80% 274 500 tabularn<1K0 likes27 downloads1y agoHugging Face30chengfu0118 /Unroll-Qwen2.5-7B-Instruct_1754600010_eval_3444_gpqadiamond_skip_attn_idx_21 chengfu0118/Unroll-Qwen2.5-7B-Instruct_1754600010_eval_3444_gpqadiamond_skip_attn_idx_21 Precomputed model outputs for evaluation. Evaluation Results GPQADiamond Average Accuracy: 34.34% ± 2.18% Number of Runs: 3 Run Accuracy Questions Solved Total Questions 1 30.30% 60 198 2 33.33% 66 198 3 39.39% 78 198 tabularn<1K0 likes26 downloads1y agoHugging Face

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