NLP Lineage

Research thread · 2020 to 2026

Reasoning

51 milestones sit on this thread. For 35 of them it is the main thread. The others also belong to another thread, which is named under them.

2020

  • MMLUMeasuring Massive Multitask Language UnderstandingMain thread: Scale and dataDataset

2021

  • Codex / HumanEvalEvaluating Large Language Models Trained on CodeMain thread: Language modellingModel

2022

  • Chain of thoughtChain-of-Thought Prompting Elicits Reasoning in Large Language ModelsTechnique
  • AlphaCodeCompetition-Level Code Generation with AlphaCodeMain thread: Language modellingModel
  • Self-consistencySelf-Consistency Improves Chain of Thought ReasoningTechnique
  • STaRSTaR: Bootstrapping Reasoning With ReasoningMain thread: AlignmentTraining method
  • PaLMPaLM: Scaling Language Modeling with PathwaysMain thread: Language modellingModel
  • Zero-shot CoTLarge Language Models are Zero-Shot ReasonersTechnique
  • Emergent abilitiesEmergent Abilities of Large Language ModelsMain thread: Scale and dataResearch paper
  • ReActReAct: Synergizing Reasoning and Acting in Language ModelsMain thread: Representation and retrievalTechnique

2023

  • ReflexionReflexion: Language Agents with Verbal Reinforcement LearningResearch paper
  • Emergence mirageAre Emergent Abilities of Large Language Models a Mirage?Main thread: Scale and dataResearch paper
  • Tree of thoughtsTree of Thoughts: Deliberate Problem Solving with Large Language ModelsTechnique
  • Process supervisionLet's Verify Step by StepMain thread: Scale and dataResearch paper
  • SWE-benchSWE-bench: Can Language Models Resolve Real-World GitHub Issues?Dataset

2024

  • GRPODeepSeekMath: Pushing the Limits of Mathematical ReasoningMain thread: AlignmentTraining method
  • Llama 3.1 405BThe Llama 3 Herd of ModelsMain thread: Scale and dataModel
  • Test-time computeScaling LLM Test-Time Compute OptimallyMain thread: Scale and dataResearch paper
  • o1OpenAI o1Main thread: AlignmentModel
  • o3 announcedOpenAI o3 announcementModel

2025

2026