PDF Viewer

BUILDER'S SANDBOX

Build This Paper

Use an AI coding agent to implement this research.

OpenAI Codex
OpenAI CodexAI Agent

Lightweight coding agent in your terminal.

Claude Code
Claude CodeAI Agent

Agentic coding tool for terminal workflows.

AntiGravity IDE
AntiGravity IDEScaffolding

AI agent mindset installer and workflow scaffolder.

Cursor
CursorIDE

AI-first code editor built on VS Code.

VS Code
VS CodeIDE

Free, open-source editor by Microsoft.

Estimated $10K - $14K over 6-10 weeks.

See exactly what it costs to build this -- with 3 comparable funded startups.

7-day free trial. Cancel anytime.

Discover the researchers behind this paper and find similar experts.

7-day free trial. Cancel anytime.

References (62)

[1]
The Era of Real-World Human Interaction: RL from User Conversations
2025Chuanyang Jin, Jing Xu et al.
[2]
Defeating Nondeterminism in LLM Inference
2025Horace He
[3]
Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains
2025Anisha Gunjal, Anthony Wang et al.
[4]
SocialEval: Evaluating Social Intelligence of Large Language Models
2025Jinfeng Zhou, Yuxuan Chen et al.
[5]
LlamaRL: A Distributed Asynchronous Reinforcement Learning Framework for Efficient Large-scale LLM Training
2025Bo Wu, Sid Wang et al.
[6]
Investigating Affective Use and Emotional Well-being on ChatGPT
2025Jason Phang, Michael Lampe et al.
[7]
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers
2025Xueguang Ma, Xi Victoria Lin et al.
[8]
Competitive Programming with Large Reasoning Models
2025Ahmed El-Kishky, Alexander Z. Wei et al.
[9]
R.I.P.: Better Models by Survival of the Fittest Prompts
2025Ping Yu, Weizhe Yuan et al.
[10]
Uncertainty and Influence aware Reward Model Refinement for Reinforcement Learning from Human Feedback
2025Zexu Sun, Yiju Guo et al.
[11]
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
2025Adam Suma, Sam Dauncey
[12]
The Dark Side of AI Companionship: A Taxonomy of Harmful Algorithmic Behaviors in Human-AI Relationships
2024Renwen Zhang, Han Li et al.
[13]
Retrospective Learning from Interactions
2024Zizhao Chen, Mustafa Omer Gul et al.
[14]
The Llama 3 Herd of Models
2024Abhimanyu Dubey, Abhinav Jauhri et al.
[15]
Naturally Occurring Feedback is Common, Extractable and Useful
2024Shachar Don-Yehiya, Leshem Choshen et al.
[16]
AI Companions Reduce Loneliness
2024Julian De Freitas, A. Uğuralp et al.
[17]
Iterative Nash Policy Optimization: Aligning LLMs with General Preferences via No-Regret Learning
2024Yuheng Zhang, Dian Yu et al.
[18]
BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
2024Terry Yue Zhuo, Minh Chien Vu et al.
[19]
Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing
2024Biqing Qi, Pengfei Li et al.
[20]
MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark
2024Yubo Wang, Xueguang Ma et al.

Showing 20 of 62 references

Founder's Pitch

"Enhancing LLMs for social chat applications with iterative improvement to boost engagement and steerability."

LLM EnhancementScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

1/4 signals

2.5

Quick Build

1/4 signals

2.5

Series A Potential

4/4 signals

10

Sources used for this analysis

arXiv Paper

Full-text PDF analysis of the research paper

GitHub Repository

Code availability, stars, and contributor activity

Citation Network

Semantic Scholar citations and co-citation patterns

Community Predictions

Crowd-sourced unicorn probability assessments

Analysis model: GPT-4o · Last scored: 3/2/2026

Explore the full citation network and related research.

7-day free trial. Cancel anytime.

Understand the commercial significance and market impact.

7-day free trial. Cancel anytime.

Get detailed profiles of the research team.

7-day free trial. Cancel anytime.