Yining Lu
@yininglu.bsky.social
Second year CS PhD student @notredame.bsky.social | Intern: Amazon | Prev: @jhuclsp.bsky.social
https://yining610.github.io/
https://yining610.github.io/
📣 My first system paper 📣 We built a decentralized RAG system that solves data reliability challenges in real-world settings. The sources provided by each data owner will be securely managed and scored on the blockchain.
🔗 Paper link: arxiv.org/abs/2511.07577
🔗 Paper link: arxiv.org/abs/2511.07577
November 12, 2025 at 5:09 AM
📣 My first system paper 📣 We built a decentralized RAG system that solves data reliability challenges in real-world settings. The sources provided by each data owner will be securely managed and scored on the blockchain.
🔗 Paper link: arxiv.org/abs/2511.07577
🔗 Paper link: arxiv.org/abs/2511.07577
✴️ Pleased to introduce our new paper yining610.github.io/dynamic-rew...
- Rebalance multiobjectives during training through dynamic reward weighting
- Build Pareto-dominant front over static baselines across online RL algorithms, datasets, and model families
- Faster convergence rate
1/8
- Rebalance multiobjectives during training through dynamic reward weighting
- Build Pareto-dominant front over static baselines across online RL algorithms, datasets, and model families
- Faster convergence rate
1/8
September 16, 2025 at 6:15 PM
✴️ Pleased to introduce our new paper yining610.github.io/dynamic-rew...
- Rebalance multiobjectives during training through dynamic reward weighting
- Build Pareto-dominant front over static baselines across online RL algorithms, datasets, and model families
- Faster convergence rate
1/8
- Rebalance multiobjectives during training through dynamic reward weighting
- Build Pareto-dominant front over static baselines across online RL algorithms, datasets, and model families
- Faster convergence rate
1/8
Can't make it to #ACL2025 this year, but for people interested in RL for factuality and textual decomposition, please check out our paper!
TL;DR: We found a mismatch between the decomposition policy and LLM verifier, and propose a dynamic training paradigm to bridge the gap.
TL;DR: We found a mismatch between the decomposition policy and LLM verifier, and propose a dynamic training paradigm to bridge the gap.
July 25, 2025 at 10:11 PM
Can't make it to #ACL2025 this year, but for people interested in RL for factuality and textual decomposition, please check out our paper!
TL;DR: We found a mismatch between the decomposition policy and LLM verifier, and propose a dynamic training paradigm to bridge the gap.
TL;DR: We found a mismatch between the decomposition policy and LLM verifier, and propose a dynamic training paradigm to bridge the gap.
Pleased to share that two papers were accepted to #ACL2025 main! Huge congratulations to all collaborators for the hard work and time we put in together!
1. Dynamic Decomposition: arxiv.org/abs/2503.15354
2. RATIONALYST: arxiv.org/abs/2410.01044
Both works study the mulit-model collobration!
1. Dynamic Decomposition: arxiv.org/abs/2503.15354
2. RATIONALYST: arxiv.org/abs/2410.01044
Both works study the mulit-model collobration!
Optimizing Decomposition for Optimal Claim Verification
Current research on the \textit{Decompose-Then-Verify} paradigm for evaluating the factuality of long-form text typically treats decomposition and verification in isolation, overlooking their interact...
arxiv.org
May 16, 2025 at 5:29 AM
Pleased to share that two papers were accepted to #ACL2025 main! Huge congratulations to all collaborators for the hard work and time we put in together!
1. Dynamic Decomposition: arxiv.org/abs/2503.15354
2. RATIONALYST: arxiv.org/abs/2410.01044
Both works study the mulit-model collobration!
1. Dynamic Decomposition: arxiv.org/abs/2503.15354
2. RATIONALYST: arxiv.org/abs/2410.01044
Both works study the mulit-model collobration!
Quick reminder that our paper, Benchmarking Language Model Creativity: A Case Study on Code Generation, will be presented today!
📅 11AM-12:30PM, Fri, May 2
📍 Hall 3
📝 arxiv.org/abs/2407.09007
🎥 www.youtube.com/watch?v=v1c...
📅 11AM-12:30PM, Fri, May 2
📍 Hall 3
📝 arxiv.org/abs/2407.09007
🎥 www.youtube.com/watch?v=v1c...
May 2, 2025 at 1:11 PM
Quick reminder that our paper, Benchmarking Language Model Creativity: A Case Study on Code Generation, will be presented today!
📅 11AM-12:30PM, Fri, May 2
📍 Hall 3
📝 arxiv.org/abs/2407.09007
🎥 www.youtube.com/watch?v=v1c...
📅 11AM-12:30PM, Fri, May 2
📍 Hall 3
📝 arxiv.org/abs/2407.09007
🎥 www.youtube.com/watch?v=v1c...
Reposted by Yining Lu
Highlighting our #NAACL2025 papers 🧵🧵🧵
April 28, 2025 at 12:30 PM
Highlighting our #NAACL2025 papers 🧵🧵🧵
I will be at #NAACL2025 to present our LLM creativity benchmark. Drop by if interested (Poster Session 8, Fri, May 2)!
I'd love to chat about RL and its interpretability, data influence for post-training, CogSci for LLM. Feel free to reach out and let's have some coffee together ☕ !
I'd love to chat about RL and its interpretability, data influence for post-training, CogSci for LLM. Feel free to reach out and let's have some coffee together ☕ !
"Benchmarking Language Model Creativity: A Case Study on Code Generation" arxiv.org/abs/2407.09007
TLDR— Proposed a framework for benchmarking LLMs' 𝒄𝒓𝒆𝒂𝒕𝒊𝒗𝒊𝒕𝒚.
x.com/Yining__Lu/...
TLDR— Proposed a framework for benchmarking LLMs' 𝒄𝒓𝒆𝒂𝒕𝒊𝒗𝒊𝒕𝒚.
x.com/Yining__Lu/...
Benchmarking Language Model Creativity: A Case Study on Code Generation
As LLMs become increasingly prevalent, it is interesting to consider how ``creative'' these models can be. From cognitive science, creativity consists of at least two key characteristics:...
arxiv.org
April 28, 2025 at 7:53 PM
I will be at #NAACL2025 to present our LLM creativity benchmark. Drop by if interested (Poster Session 8, Fri, May 2)!
I'd love to chat about RL and its interpretability, data influence for post-training, CogSci for LLM. Feel free to reach out and let's have some coffee together ☕ !
I'd love to chat about RL and its interpretability, data influence for post-training, CogSci for LLM. Feel free to reach out and let's have some coffee together ☕ !
Reposted by Yining Lu
A video teaser of @Yining__Lu 's paper:
www.youtube.com/watch?v=v1c...
www.youtube.com/watch?v=v1c...
Benchmarking Language Model Creativity: A Case Study on Code Generation --- NAACL 2025 (Yining Lu)
Yining Lu: https://yining610.github.io/ Based on the following paper: https://arxiv.org/abs/2407.09007 As LLMs become increasingly prevalent, it is interesti...
www.youtube.com
April 28, 2025 at 12:30 PM
A video teaser of @Yining__Lu 's paper:
www.youtube.com/watch?v=v1c...
www.youtube.com/watch?v=v1c...
Reposted by Yining Lu
Midwest Speech and Language Days will be held Apr 15-16 at
@NotreDame! Abstract submissions are due Mar 20, and registration deadline is Mar 27. Financial assistance for students (lodging, poster printing) is available. nlp.nd.edu/msld25
@NotreDame! Abstract submissions are due Mar 20, and registration deadline is Mar 27. Financial assistance for students (lodging, poster printing) is available. nlp.nd.edu/msld25
Midwest Speech and Language Days 2025
nlp.nd.edu
March 8, 2025 at 6:35 PM
Midwest Speech and Language Days will be held Apr 15-16 at
@NotreDame! Abstract submissions are due Mar 20, and registration deadline is Mar 27. Financial assistance for students (lodging, poster printing) is available. nlp.nd.edu/msld25
@NotreDame! Abstract submissions are due Mar 20, and registration deadline is Mar 27. Financial assistance for students (lodging, poster printing) is available. nlp.nd.edu/msld25
Reposted by Yining Lu
November 4, 2024 at 10:01 AM