Home › Code › unpad_dataproto

unpad_dataproto

Syntologyentry name in harvested coderead from the graph 2026-09-24

unpad_dataproto appears in the code Syntology harvested for 102 papers, as 4 distinct code bodies found in 102 places (a place is one code body under one paper). At least one of them ran in 101 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named unpad_dataproto do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 3 of the 4 distinct code bodies named unpad_dataproto; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
1ran · our draft was wrong
0ran · fixture could not drive it
2ran
1unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 22 of the 102 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

100 papers shown of 102 (newest first; the JSON twin carries all 102 places); 100 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 64 papers added by Syntology; 5 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
Learn from Whoever Is Right: Answer-Verified Multi-Teacher Distillation for Multi-Domain LLMs added by Syntology 2026-09 (from id) hexixiang/MT-SDPO/training/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Explore More, Drift Less: Outcome-Only Reinforcement Learning Can Suffice for Long-Horizon Interactive Agents added by Syntology 2026-09 (from id) AlibabaResearch/SignalCoverageRL/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
FARCA: Fact-Aligned Reliability-Aware Credit Assignment for Reinforcement Learning with Factual Supervision added by Syntology 2026-08 (from id) verl-project/verl/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Best Practice Critic Optimization BEST PRACTICE CRITIC OPTIMIZATION added by Syntology 2026-08 (from id) QPHutu/golden_critic/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Self-Improving Large Language Models via Progressive Experience Evolution added by Syntology 2026-08 (from id) rrrsj/SPEE/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
ARMOR: Stabilizing On-Policy LLM RL with Off-Policy Anchor Samples added by Syntology 2026-07 (from id) Hesse73/ARMOR/verl/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
When Implausible Tokens Get Reinforced: Tail-Aware Credit Calibration for LLM Reinforcement Learning added by Syntology 2026-07 (from id) xiuyilou/TACO/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
DENSER ̸ = BETTER: LIMITS OF ON-POLICY SELF-DISTILLATION FOR CONTINUAL POST-TRAINING added by Syntology 2026-07 (from id) Moenupa/SDPO-CL/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
OPID: On-Policy Skill Distillation for Agentic Reinforcement Learning added by Syntology 2026-06 (from id) jinyangwu/OPID/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
How Does Reasoning Flow? Tracing Attention-Induced Information Flow for Targeted RL in LLMs added by Syntology 2026-06 (from id) Jiayi-Pan/TinyZero/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Stabilizing On-Policy Distillation for MLLM Reasoning with Global Normalization added by Syntology 2026-06 (from id) OPPO-Mente-Lab/GNDPO/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
INFUSER: Influence-Guided Self-Evolution Improves Reasoning added by Syntology 2026-06 (from id) FFishy-git/INFUSER/verl/protocol.py 83b1686d7ac03c21 ran MIT (permissive)
SAW: Stage-Aware Dynamic Weighting for Multi-Objective Reinforcement Learning in Large Language Models added by Syntology 2026-06 (from id) Zhaolutuan/SAW/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
CollabBench: Benchmarking and Unleashing Collaborative Ability of LLMs with Diverse Players via Proactive Engagement added by Syntology 2026-06 (from id) langfengQ/verl-agent/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Self-Distilled Policy Gradient added by Syntology 2026-06 (from id) lauyikfung/SDPG/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Exploiting Verification-Generation Gap: Test-Time Reinforcement Learning with Confidence-Conditioned Verification added by Syntology 2026-06 (from id) shanjf666/CoCoV/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
ROSD: Reflective On-Policy Self-Distillation for Language Model Reasoning across Domains added by Syntology 2026-05 (from id) ZiqiZhao1/ROSD/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
MERIT: Matching Expertise via Rubric-Informed Training for Reviewer Assignment added by Syntology 2026-05 (from id) Luli3220/MERIT/MERIT-Assessor/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
Can LLMs Time Travel? Enhancing Temporal Consistency in Legal Agentic Search through Reinforcement Learning added by Syntology 2026-05 (from id) AlexFanw/LegalSearch-R1/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
When Self-Belief Misleads: Active Label Acquisition for Reinforcement Learning with Verifiable Rewards added by Syntology 2026-05 (from id) Lumina04/CARE/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Hide to Guide: Learning via Semantic Masking added by Syntology 2026-05 (from id) mit-han-lab/SMEPO/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
Ranking-Aware Calibration for Reliable Multimodal Reinforcement Learning added by Syntology 2026-05 (from id) Stellaris167/RAC/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
SEIF: Self-Evolving Reinforcement Learning for Instruction Following added by Syntology 2026-05 (from id) Rainier-rq1/SEIF/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
Rethinking Importance Sampling in LLM Policy Optimization: A Cumulative Token Perspective added by Syntology 2026-05 (from id) horizon-llm/CTPO/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
When Less is Enough: Efficient Inference via Collaborative Reasoning added by Syntology 2026-05 (from id) fairytale9/llm_bottleneck/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
From Coarse to Fine: Benchmarking and Reward Modeling for Writing-Centric Generation Tasks added by Syntology 2026-04 (from id) Rainier-rq1/From_Coarse_to_Fine/WRL/verl/verl/protocol.py a91c18341292d50e ran no licence file found · pointer only
One Refiner to Unlock Them All: Inference-Time Reasoning Elicitation via Reinforcement Query Refinement added by Syntology 2026-04 (from id) newera-xiao/ReQueR/verl/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Understanding and Mitigating Spurious Signal Amplification in Test-Time Reinforcement Learning for Math Reasoning added by Syntology 2026-04 (from id) yuyongcan/DDRL/verl/verl/protocol.py 83b1686d7ac03c21 ran MIT (permissive)
Bounded Ratio Reinforcement Learning added by Syntology 2026-04 (from id) bounded-ratio-rl/bounded_ratio_rl/src/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment added by Syntology 2026-04 (from id) XMUDeepLIT/HEAL/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Seeing Isn't Believing: Mitigating Belief Inertia via Active Intervention in Embodied Agents added by Syntology 2026-04 (from id) WangHanLinHenry/EVU/verl-agent/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
GIANTS: Generative Insight Anticipation from Scientific Literature added by Syntology 2026-04 (from id) joyheyueya/giants/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs? added by Syntology 2026-03 (from id) lasgroup/SDPO/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
TIPS: Turn-Level Information-Potential Reward Shaping for Search-Augmented LLMs added by Syntology 2026-03 (from id) ucsd-wang-lab-lm/tips/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time added by Syntology 2026-03 (from id) Jasper-Yan/SCRL/verl/verl/protocol.py 83b1686d7ac03c21 ran MIT (permissive)
Adaptive Layerwise Perturbation: Unifying Off-Policy Corrections for LLM RL added by Syntology 2026-03 (from id) amazon-science/adaptive-layerwise-perturbation/multi-turn/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Reinforcement Learning with Conditional Expectation Reward added by Syntology 2026-03 (from id) changyi7231/CER/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
CLIPO: Contrastive Learning in Policy Optimization Generalizes RLVR added by Syntology 2026-03 (from id) Qwen-Applications/CLIPO/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
Med-V1: Small Language Models for Zero-shot and Scalable Biomedical Evidence Attribution added by Syntology 2026-03 (from id) ncbi-nlp/Med-V1/training/grpo/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
SaFeR-ToolKit: Structured Reasoning via Virtual Tool Calling for Multimodal Safety added by Syntology 2026-03 (from id) hiyouga/EasyR1/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
Beyond Static Pipelines: Learning Dynamic Workflows for Text-to-SQL added by Syntology 2026-02 (from id) Satissss/SquRL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
VimRAG: Navigating Massive Visual Context in Retrieval-Augmented Generation via Multimodal Memory Graph added by Syntology 2026-02 (from id) Alibaba-NLP/VRAG/VRAG-RL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
Adaptive Reflection and Length Coordinated Penalty (ARLCP) STOP UNNECESSARY REFLECTION: TRAINING LRMS FOR EFFICIENT REASONING WITH ADAPTIVE REFLEC-TION AND LENGTH COORDINATED PENALTY added by Syntology 2026-02 (from id) ZeweiYu1/ARLCP/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
Echo: Towards Advanced Audio Comprehension via Audio-Interleaved Reasoning added by Syntology 2026-02 (from id) wdqqdw/Echo/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
Online Causal Kalman Filtering for Stable and Effective Policy Optimization added by Syntology 2026-02 (from id) shuohe1995/verl-kpo/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Uncovering Cross-Objective Interference in Multi-Objective Alignment added by Syntology 2026-02 (from id) yining610/ctwa/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Stop Rewarding Hallucinated Steps: Faithfulness-Aware Step-Level Reinforcement Learning for Small Reasoning Models added by Syntology 2026-02 (from id) Easy195/FaithRL/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
Rethinking the Trust Region in LLM Reinforcement Learning added by Syntology 2026-02 (from id) sail-sg/Stable-RL/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
EMA Policy Gradient: Taming Reinforcement Learning for LLMs with EMA Anchor and Top-k KL added by Syntology 2026-02 (from id) LunjunZhang/ema-pg/search/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
SEAD: Self-Evolving Agent for Multi-Turn Service Dialogue added by Syntology 2026-02 (from id) Da1yuqin/SEAD/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
PrAg-PO: Prompt Augmented Policy Optimization for Robust and Diverse Mathematical Reasoning added by Syntology 2026-02 (from id) wenquanlu/PrAg-PO/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
CoBA-RL: Capability-Oriented Budget Allocation for Reinforcement Learning in LLMs added by Syntology 2026-02 (from id) Within-yao/CoBA-RL/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
CPMöbius: Iterative Coach-Player Reasoning for Data-Free Reinforcement Learning added by Syntology 2026-02 (from id) thunlp/CPMobius/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
GRAPHDANCER: Training LLMs to Explore and Reason over Graphs via Two-Stage Curriculum Post-Training added by Syntology 2026-02 (from id) leopoldwhite/GraphDancer/verl/protocol.py 83b1686d7ac03c21 ran no licence file found · pointer only
Language-Coupled Reinforcement Learning for Multilingual Retrieval-Augmented Generation added by Syntology 2026-01 (from id) Cherry-qwq/LcRL-Open/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
RelayLLM: Efficient Reasoning via Collaborative Decoding added by Syntology 2026-01 (from id) Chengsong-Huang/RelayLLM/RL_stage/verl/protocol.py a91c18341292d50e ran no licence file found · pointer only
AT 2 PO: Agentic Turn-based Policy Optimization via Tree Search added by Syntology 2026-01 (from id) zzfoutofspace/ATPO/ATPO/verl_atpo/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
Prioritized Replay for RL Post-training added by Syntology 2026-01 (from id) fatemi/verl/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Meta-RL Induces Exploration in Language Agents added by Syntology 2025-12 (from id) mlbio-epfl/LaMer/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong no licence file found · pointer only
Ophiuchus: Incentivizing Tool-augmented "Think with Images" for Joint Medical Segmentation, Understanding and Reasoning added by Syntology 2025-12 (from id) SII-zyj/Ophiuchus/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning added by Syntology 2025-11 (from id) aiming-lab/Agent0/Agent0-VL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Information Gain-based Policy Optimization: A Simple and Effective Approach for Multi-Turn Search Agents added by Syntology 2025-10 (from id) GuoqingWang1/IGPO/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Multi-Agent Tool-Integrated Policy Optimization added by Syntology 2025-10 (from id) mzf666/MATPO/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking added by Syntology 2025-09 (from id) bytedance/EvoQuality/verl/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
Scaling RL to Long Videos 10 Jul 2025 NVlabs/Long-RL/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training 7 Jul 2025 zhhvvv/rft_vs_sft/EasyR1/verl/protocol.py a91c18341292d50e ran no licence file found · pointer only
SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models 15 Jun 2025 xid32/SoundMind/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling 10 Jun 2025 bigai-nlco/rulereasoner/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
Reinforcement Learning Tuning for VideoLLMs: Reward Design and Data Efficiency 2 Jun 2025 appletea233/temporal-r1/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
ReasonGen-R1: CoT for Autoregressive Image generation models through SFT and RL 30 May 2025 Franklin-Zhang0/ReasonGen-R1/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
ToMAP: Training Opponent-Aware LLM Persuaders with Theory of Mind 29 May 2025 ulab-uiuc/ToMAP/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
REARANK: Reasoning Re-ranking Agent via Reinforcement Learning 26 May 2025 lezhang7/rearank/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Behavior Injection: Preparing Language Models for Reinforcement Learning 25 May 2025 czp16/bridge-llm-reasoning/simple_verl/sverl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting 24 May 2025 joeying1019/adactrl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Synthetic Data RL: Task Definition Is All You Need 18 May 2025 gydpku/data_synthesis_rl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
UFT: Unifying Supervised and Reinforcement Fine-Tuning 22 May 2025 liumy2010/uft/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
ARPO:End-to-End Policy Optimization for GUI Agents with Experience Replay 22 May 2025 dvlab-research/arpo/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning 20 May 2025 visual-agent/deepeyes/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Thinkless: LLM Learns When to Think 19 May 2025 vainf/thinkless/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Do Not Let Low-Probability Tokens Over-Dominate in RL for LLMs 19 May 2025 zhyang2226/ar-lopti/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
GuardReasoner-VL: Safeguarding VLMs via Reinforced Reasoning 16 May 2025 yueliu1999/guardreasoner-vl/train/EasyR1/verl/protocol.py a91c18341292d50e ran MIT (permissive)
Scalable Chain of Thoughts via Elastic Reasoning 8 May 2025 salesforceairesearch/elastic-reasoning/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 recorded; this copy not marked cleared · pointer only
ZeroSearch: Incentivize the Search Capability of LLMs without Searching 7 May 2025 alibaba-nlp/zerosearch/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Reinforcement Learning for Reasoning in Large Language Models with One Training Example 29 Apr 2025 ypwang61/one-shot-rlvr/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning 2025-04 (from id) IDEA-FinAI/SQL-R1/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Efficient Reinforcement Finetuning via Adaptive Curriculum Learning 7 Apr 2025 uscnlp-lime/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Do Theory of Mind Benchmarks Need Explicit Human-like Reasoning in Language Models? 2 Apr 2025 bigai-ai/ToM-RL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
ThinkPrune: Pruning Long Chain-of-Thought of LLMs via Reinforcement Learning 2 Apr 2025 UCSB-NLP-Chang/ThinkPrune/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
CPPO: Accelerating the Training of Group Relative Policy Optimization-Based Reasoning Models 28 Mar 2025 lzhxmu/cppo/cppo_verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
OpenVLThinker: An Early Exploration to Complex Vision-Language Reasoning via Iterative Self-Improvement 21 Mar 2025 yihedeng9/openvlthinker/EasyR1/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond 13 Mar 2025 Qihoo360/Light-R1/deepscaler-release/verl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Agent models: Internalizing Chain-of-Action Generation into Reasoning models 9 Mar 2025 adam-bjtu/autocoa/RL_training/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong MIT (permissive)
Self-rewarding correction for mathematical reasoning 26 Feb 2025 agentica-project/verl-pipeline/verl/protocol.py 80bcfef75cb84b53 unverified Apache-2.0 (permissive)
Logic-RL: Unleashing LLM Reasoning with Rule-Based Reinforcement Learning 20 Feb 2025 Unakar/Logic-RL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
S*: Test Time Scaling for Code Generation 20 Feb 2025 novasky-ai/skythought/skythought/skythought-rl/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
Flaming-hot Initiation with Regular Execution Sampling for Large Language Models 28 Oct 2024 yaof20/real/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
HybridFlow: A Flexible and Efficient RLHF Framework 28 Sep 2024 du-nlp-lab/lengthreward/verl/protocol.py 83b1686d7ac03c21 ran Apache-2.0 (permissive)
arXiv:openreview_dzcDbh8ewp Xiao-Youth/LECTOR/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:openreview_Y1rHxA58If qiancheng0/ToolRL/verl/protocol.py 25f0ea3f460f6ce1 ran · our draft was wrong Apache-2.0 (permissive)
arXiv:openreview_Y1PXB8HBV7 youwyouw/mirl-main/verl/protocol.py a91c18341292d50e ran Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections