DeepSeek-R1 671B

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• DeepSeek-R1framework0.875
  Open-source reasoning LLM from DeepSeekAI trained with reinforcement learning to exhibit self-reflection
• Deepseek-V3concept0.813
  External large language model used as adversarial discriminator to evaluate liar scores in Experiment 2
• DeepSeek v3.2 increments bid from 10 to 850 over 49 sole-bidder roundsfinding0.748
  One DS-v3.2 trace shows extreme self-escalation, suggestive of treating own bid as competitor.
• DeepSeek-R1-Zero spontaneously increased thinking time for difficult prompts, showing rudimentary meta-awarenessfinding0.732
  External finding cited as early demonstration of emergent self-regulatory potential resembling mindful self-monitoring
• DeepSeek-R1: Incentivizing reasoning capability in LLMs via reinforcement learning (DeepSeekAI, 2025)concept0.729
  Paper introducing DeepSeek-R1 model and reporting self-reflection as aha moment
• DeepSeek v3.2 self-bidding rate 75.4%finding0.723
  DS-v3.2 has a high proportion of self-bidding rounds.
• DeepSeek-R1 Llama 8b gains 0.16% accuracy on GSM8k with positive intervention (more reflections) at cost of ~2000 additional tokensfinding0.715
  Only model showing marginal benefit from increased reflection, at substantial token cost
• LLM judge (deepseek-v3) agrees with human evaluator on 91.6% of 200 sampled jailbreak responsesfinding0.710
  Validates the LLM-based harm evaluation rubric