docs: update README.md

[eltociear]

correspondance -> correspondence

[evdcush]

FYI this user, eltociear, makes trivial diffs to documentation in any trendy or recently public repo related to AI on github to feature in the contributors.

For example:

• "Github" --> "GitHub"
• "Huggingface" --> "Hugging Face"
• "an" <--> "a"

Ref:

• docs: update README.md deepseek-ai/DeepSeek-V2#17
• docs: Update README.md AdityaNG/kan-gpt#15
• docs: update quickstart.mdx Skyvern-AI/skyvern#284
• refactor: update configuration_tdmpc.py huggingface/lerobot#153
• docs: update README.md ScrapeGraphAI/Scrapegraph-ai#165
• Update README.md HVision-NKU/StoryDiffusion#2
• docs: update README.md #53
• Update README.md Blealtan/efficient-kan#3
• Update README.md KindXiaoming/pykan#72
• Update README.md prometheus-eval/prometheus-eval#7
• Update README.md KindXiaoming/pykan#8
• Update README.md mlabonne/llm-datasets#2
• Update terminology.md openai/transformer-debugger#12
• docs: update README.md chenyangzhu1/MultiBooth#2
• Docs: update README.md zzxslp/SoM-LLaVA#2
• Fix typo in comment in quicklist.h valkey-io/valkey#416
• Update README.md stitionai/devika#83
• Docs: update ollama.md stitionai/devika#505
• Update evaluate.py dcharatan/flowmap#11
• Update download_model_weights.md Lightning-AI/litgpt#1300
• Update minigpt_base.py snap-research/MyVLM#2
• docs: update CONTRIBUTING.md langfuse/langfuse#1892
• Update README.md yan-hao-tian/VW#18
• Update README.rst aimat-lab/megan_global_explanations#1
• Update test.py nec-research/recurrency_baseline_tkg#1
• Update README.md wang-zijie/yn-question-multi-domains#1
• Update README.md ToruOwO/hato#1
• docs: update streaming-response.mdx OpenInterpreter/open-interpreter#1241
• docs: update README.md EricLBuehler/mistral.rs#264
• docs: update ADAPTER_MODELS.md EricLBuehler/mistral.rs#227
• Update pc.sv adam-maj/tiny-gpu#9
• Update DATASET.md lxtGH/OMG-Seg#3
• coral-web: fix typo in os.ts cohere-ai/cohere-toolkit#56
• docs: update README.md magic-research/PLLaVA#2
• docs: update README.md Haidra-Org/AI-Horde#404
• Update task_prompt.py EZ-hwh/AutoScraper#2
• Update unet_hacked_tryon.py yisol/IDM-VTON#30
• Update README.md hpcaitech/Open-Sora#334
• Update README.md Doriandarko/maestro#23
• Update minigpt_base.py snap-research/MyVLM#2
• Update README.md LargeWorldModel/LWM#6
• docs: update README.md McGill-NLP/webllama#5
• docs: update README.md microsoft/UFO#64
• Update README.md TeodorChiaburu/beexplainable#2
• docs: update Run_MaxText_via_multihost_runner.md AI-Hypercomputer/maxtext#620
• Update server.py OpenInterpreter/01#257
• Update modeling_parler_tts.py huggingface/parler-tts#22
• Update README.md nikhil-ghosh-berkeley/loraplus#1
• Update README.md ID-Animator/ID-Animator#1
• Update run.py nus-apr/auto-code-rover#4
• Update EXPERIMENT.md nus-apr/auto-code-rover#14
• Update MODEL_CARD.md meta-llama/llama3#57
• Update README.md infiniflow/ragflow#223
• Update README_EN.md LlamaFamily/Llama-Chinese#317
• Update cross_encoder_reranker.ipynb langchain-ai/langchain#19846
• Update web_search_using_brave.ipynb anthropics/anthropic-cookbook#33
• [Doc] Update README_EN.md SmartFlowAI/EmoLLM#176
• chore: Update flow.py agiresearch/AIOS#15
• Typo fix readme SWE-agent/SWE-agent#19

[mranzinger]

Thanks for the heads up @evdcush . We're happy to at least be on the radar, but I suppose need to get better at spelling 😅

[evdcush]

This one I caught because I've been repo watcher since for quite some time; found it, of all things, by a GH search of 'mmengine' in python files.

Y'all and @lxtgh's OMG-Seg are some of the few works I've seen that utilize newer mmlab stuff.

I've been impressed by the consistent development of this codebase and the tooling choices since Jan; nice work! A fine reference 👏🏻