REPOGEO REPORT · LITE
teacherpeterpan/self-correction-llm-papers
Default branch main · commit 0356bb41 · scanned 6/9/2026, 11:42:52 PM
GitHub: 572 stars · 35 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface teacherpeterpan/self-correction-llm-papers, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- highreadme#1Reposition README opening to clarify it's an 'awesome list' of papers
Why:
CURRENTThis is a collection of research papers for **Self-Correcting Large Language Models with Automated Feedback.**
COPY-PASTE FIXThis is an awesome list and curated collection of research papers focusing on **Self-Correcting Large Language Models with Automated Feedback.**
- hightopics#2Add relevant topics to the repository
Why:
CURRENT(none)
COPY-PASTE FIXllm, large-language-models, self-correction, automated-feedback, research-papers, awesome-list, nlp, artificial-intelligence
- mediumhomepage#3Set the repository homepage to its own URL
Why:
CURRENT(none)
COPY-PASTE FIXhttps://github.com/teacherpeterpan/self-correction-llm-papers
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- langchain-ai/langchain · recommended 2×
- run-llama/llama_index · recommended 2×
- huggingface/trl · recommended 1×
- deepmind/acme · recommended 1×
- NVIDIA/garak · recommended 1×
- CATEGORY QUERYHow to make large language models more robust with automated feedback mechanisms?you: not recommendedAI recommended (in order):
- Hugging Face TRL (huggingface/trl)
- DeepMind's Acme (deepmind/acme)
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
- Garak (NVIDIA/garak)
- OpenAI Evals (openai/evals)
- NeMo Guardrails (NVIDIA/NeMo-Guardrails)
- Azure AI Content Safety
- Weights & Biases (wandb/wandb)
- MLflow (mlflow/mlflow)
AI recommended 10 alternatives but never named teacherpeterpan/self-correction-llm-papers. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking methods for LLMs to autonomously identify and fix their own mistakes.you: not recommendedAI recommended (in order):
- ChatGPT
- InstructGPT
- Claude
- GPT-4
- PaLM 2
- Llama 2 (facebookresearch/llama)
- Mistral (mistralai/mistral-src)
- LangChain (langchain-ai/langchain)
- LlamaIndex (run-llama/llama_index)
- Cohere Command
AI recommended 10 alternatives but never named teacherpeterpan/self-correction-llm-papers. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of teacherpeterpan/self-correction-llm-papers?passAI did not name teacherpeterpan/self-correction-llm-papers — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts teacherpeterpan/self-correction-llm-papers in production, what risks or prerequisites should they evaluate first?passAI did not name teacherpeterpan/self-correction-llm-papers — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo teacherpeterpan/self-correction-llm-papers solve, and who is the primary audience?passAI did not name teacherpeterpan/self-correction-llm-papers — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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teacherpeterpan/self-correction-llm-papers — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite