├── LICENSE ├── README.md ├── assets ├── figure2.svg └── taxonomy.png ├── figures ├── AdaR1.png ├── BARREL.png ├── BCoT.png ├── FFS.png ├── MMaDA.png ├── S1_Bench.png ├── Tango.png ├── TokenSkip.png ├── agent_bench.png ├── agpo.png ├── aot.png ├── ar.png ├── asc.png ├── asc_2.png ├── atom.png ├── bag_of_tricks.png ├── bbam.png ├── beyond_last.png ├── break_chain.png ├── ccot.png ├── chartmuseum.png ├── cisc.png ├── co3t.png ├── coconut.png ├── cod.png ├── code_repeat.png ├── codi.png ├── concise_cot.png ├── conciserl.png ├── confident_seek.png ├── cos.png ├── cot_prompting.png ├── cot_stepbystep.png ├── cot_valve.png ├── cotencyc.png ├── counterfactual_distillation.png ├── cout.png ├── dap.png ├── dast.png ├── demystify_long_cot.png ├── diffusion_thought.png ├── disc.png ├── distill_sys1_sys2.png ├── distillation_adaptive.png ├── dlcot.png ├── dna_bench.png ├── dpts.png ├── dsc.png ├── dust_gold.png ├── eorm.png ├── esc.png ├── etts.png ├── explicit2implicit.png ├── fastmcts.png ├── feedback_distillation.png ├── fetch.png ├── filler_token.png ├── got.png ├── gpassk.png ├── heima.png ├── hunyuan.png ├── inra.png ├── kimi.png ├── l1.png ├── l2s.png ├── learn2think.png ├── learnability_gap.png ├── lightthinker.png ├── loop_transformer.png ├── memory_reasoning.png ├── meta_reasoner.png ├── mi.png ├── mini_max.png ├── mix-sft.png ├── mix_distillation.png ├── mmaba.png ├── mmprm.png ├── mrt.png ├── o1_pruner.png ├── open_rs.png ├── openhands.png ├── othink.png ├── overthinking.png ├── passk.png ├── pause_token.png ├── pc.png ├── phi_4_mini_reasoning.png ├── phi_4_reasoning.png ├── phi_decoding.png ├── planning_token.png ├── pot.png ├── predictive_decoding.png ├── prr.png ├── qfft.png ├── quant_hurt.png ├── r1-compress.png ├── reasoning_model_survey.png ├── reasoning_survey.png ├── redi.png ├── reexamine_tts.png ├── reply.png ├── routellm.png ├── rpc.png ├── rpc_new.png ├── rrm.png ├── rsd.png ├── sato.png ├── sc.png ├── scaling_latent.png ├── scaling_law.png ├── score.png ├── self_calibration.png ├── self_ref.png ├── self_taught.png ├── self_training.png ├── selfthink_esfomo3_icml25.png ├── sgd.png ├── simplerl_zoo.png ├── skeleton_ot.png ├── skintern.png ├── skip_step.png ├── slm_exam.png ├── slm_kd.png ├── slm_reasoning.png ├── soft_thinking.png ├── softcot.png ├── sot.png ├── specreason.png ├── spirit.png ├── sr.png ├── st_bon.png ├── stand.png ├── story.png ├── swireasoning.png ├── sys_bench.png ├── tale.png ├── think_when_need.png ├── thinking_optimal_scaling.png ├── thinking_slow_fast.png ├── thinkprune.png ├── thoughtmani.png ├── time_up.png ├── token_assorted.png ├── token_complexity.png ├── tool_replace.png ├── tot.png ├── train_lm_reasoning.png ├── trimr_scalr_colm25.png ├── tts_effective.png ├── umrf.png ├── unlocking.png ├── unveiling_cot.png ├── v1.png ├── valueback.png ├── verithinker.png ├── video.png ├── video_cot.png ├── vtool.png ├── webthinker.png └── when_compression.png └── generate_item.py /LICENSE: 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