Paper Citation Record · LEDGER

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

As of 17 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 35 inbound Pith citation observations for arXiv:2505.12346.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.12346 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:40:13.165308Z

measured 77 of 77 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 35 of 35 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:07:05.170825Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T13:49:52.427933Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy8
unresolved34
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ee99a11-40e6-45e4-bc87-f4d4f5fe37d7 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.011959Z

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Observation 93197f6b-9e95-4cab-a620-cd82fcce7263 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.016281Z

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Observation 806637a3-f613-4a80-90d1-8ea4896e31ef · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Understanding R1-Zero-Like Training: A Critical Perspective

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.020339Z

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Observation d72c7687-aa36-4f31-9f98-c9dde95e9424 · outbound

This paper cites GPT-4 Technical Report.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization GPT-4 Technical Report

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.024490Z

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Observation 060360f2-1a43-4706-b4f0-d4dbcd2858d1 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.028343Z

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Observation 2502b848-428b-4b18-bfe3-feaa41f62102 · outbound

This paper cites Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.032436Z

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Observation f557445a-6657-4e71-8261-a5188b2cbcd7 · outbound

This paper cites Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Cppo: Accelerating the training of group relative policy optimization-based reasoning models.arXiv preprint arXiv:2503.22342, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.036887Z

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Observation 7825dc23-4a1e-4b4f-85c6-2153f653c563 · outbound

This paper cites A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.040337Z

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Observation 788c11cf-4a69-464b-a656-4f9e647dda6b · outbound

This paper cites VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization VAPO: Efficient and Reliable Reinforcement Learning for Advanced Reasoning Tasks

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.044129Z

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Observation 2c595027-37fa-465e-83eb-0a25c13f14b6 · outbound

This paper cites Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Open-Reasoner-Zero: An Open Source Approach to Scaling Up Reinforcement Learning on the Base Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.047975Z

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Observation 8f197b82-6299-4f5e-ba2f-a2d960eaec36 · outbound

This paper cites Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Not All Rollouts are Useful: Down-Sampling Rollouts in LLM Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.051993Z

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Observation 3e992d9d-dbcf-4ad6-ae0e-c713228e4c24 · outbound

This paper cites OpenAI o1 System Card.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization OpenAI o1 System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.056166Z

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Observation d74b4e0c-42e0-49e2-a291-df256a281dc7 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Gemini: A Family of Highly Capable Multimodal Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.059812Z

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Observation 26c306b2-9fc6-4406-96a2-3acc9fc7fdf8 · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization The claude 3 model family: Opus, sonnet, haiku

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.847921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5677145c-b958-48a5-8a0f-6cfe2a052da7 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.067375Z

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Observation 17b33c8d-64ff-47c5-883b-a9402670cbb0 · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.071250Z

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Observation c9ac5c6f-f0bf-4be6-8bb9-114314a10633 · outbound

This paper cites Gpg: A simple and strong reinforcement learning baseline for model reasoning.arXiv preprint arXiv:2504.02546, 2025.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Gpg: A simple and strong reinforcement learning baseline for model reasoning.arXiv preprint arXiv:2504.02546, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.074768Z

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Observation 4d41709b-58e5-4e78-9b78-03a7a7b7d1a2 · outbound

This paper cites Grpo-lead: A difficulty-aware reinforcement learn- ing approach for concise mathematical reasoning in language models.arXiv preprint arXiv:2504.09696, 2025.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Grpo-lead: A difficulty-aware reinforcement learn- ing approach for concise mathematical reasoning in language models.arXiv preprint arXiv:2504.09696, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.078247Z

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Observation e58237ea-71b5-4bb8-b946-dbe383eb6477 · outbound

This paper cites SRPO: A Cross-Domain Implementation of Large-Scale Reinforcement Learning on LLM.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization SRPO: A Cross-Domain Implementation of Large-Scale Reinforcement Learning on LLM

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.081592Z

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Observation 411aa082-0154-4bea-993d-b0c547b36a80 · outbound

This paper cites Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, 2024.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Detecting hallucinations in large language models using semantic entropy.Nature, 630(8017):625–630, 2024

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.085686Z

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Observation 9da99666-9fcb-4d92-a774-359878e57ad3 · outbound

This paper cites Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.829638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 62ca4571-c604-40a6-98ad-08bf2d5c3b01 · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.817290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4de2cb60-2685-4eb1-94b8-529d495a03cc · outbound

This paper cites Semantic uncertainty: Linguistic invariances for uncertainty estimation in natural language generation.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Semantic uncertainty: Linguistic invariances for uncertainty estimation in natural language generation

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.805391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe917928-6605-40af-9bea-2bc25baec380 · outbound

This paper cites Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Semantic Entropy Probes: Robust and Cheap Hallucination Detection in LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.099891Z

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Observation 1cb3a471-1774-4bd8-968a-38b86e82858b · outbound

This paper cites Curriculum learning.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Curriculum learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.103957Z

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Observation 656e5340-d350-417b-b530-0b29a7b9794d · outbound

This paper cites A mathematical theory of communication.The Bell system technical journal, 27(3):379–423, 1948.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization A mathematical theory of communication.The Bell system technical journal, 27(3):379–423, 1948

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.107434Z

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Observation 0597bbb4-e21c-4d68-a9f7-20826ecbbe40 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Chain-of-thought prompting elicits reasoning in large language models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.111000Z

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Observation 76b47959-eda1-4b51-91e6-1a27791f76c6 · outbound

This paper cites LIMO: Less is More for Reasoning.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization LIMO: Less is More for Reasoning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.115113Z

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Observation 80079864-e5b5-42e5-8828-cfe4073c139c · outbound

This paper cites ReST- MCTS*: LLM self-training via process reward guided tree search.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization ReST- MCTS*: LLM self-training via process reward guided tree search

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.771843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation be79bc08-9e40-47b3-818d-42df74bdf59f · outbound

This paper cites Proximal Policy Optimization Algorithms.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Proximal Policy Optimization Algorithms

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.122315Z

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Observation 53cb17cb-c18c-4078-8e31-ddab9477267e · outbound

This paper cites Open r1: A fully open reproduction of deepseek-r1, January 2025.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Open r1: A fully open reproduction of deepseek-r1, January 2025

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.125943Z

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Observation 3cc60ea2-ddc0-474e-9acc-a62709c82019 · outbound

This paper cites Measuring mathematical problem solving with the MATH dataset.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Measuring mathematical problem solving with the MATH dataset

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.751927Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 80a5c625-2dd1-43d7-bb23-158363ec38c9 · outbound

This paper cites Solving quantitative reasoning problems with language models.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Solving quantitative reasoning problems with language models

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.740603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3c608ec6-defa-464d-9b97-74487315f1df · outbound

This paper cites Olympicarena: Benchmarking multi-discipline cognitive reasoning for superintelligent AI.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Olympicarena: Benchmarking multi-discipline cognitive reasoning for superintelligent AI

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:40:13.728314Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ae2d74c8-0d7e-42d9-83b0-244a2a88dffc · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.139709Z

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Observation 879da7f4-6451-4c9d-8d98-f5e0fac47948 · outbound

This paper cites SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.143452Z

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Observation f2527d3e-6789-464e-b0c6-c7f67fa7a817 · outbound

This paper cites Advancing LLM Reasoning Generalists with Preference Trees.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Advancing LLM Reasoning Generalists with Preference Trees

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.147339Z

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Observation e18e2a4c-53a7-4fbb-91f4-f5ad7d9d0b9e · outbound

This paper cites Qwen2.5 Technical Report.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Qwen2.5 Technical Report

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.151066Z

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Observation 00c90c4c-6483-41a1-bd50-b4ab1ce0c251 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Evaluating Large Language Models Trained on Code

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.154555Z

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Observation ee56f8a5-890a-45f2-9dae-01ef05def261 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.157996Z

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Observation c22926a8-31ba-4a2b-9709-4450195aa258 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.161587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69e40fbb-3f69-438d-b86e-5541bab89966 · outbound

This paper cites Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation.

SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T20:40:13.165308Z

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Pith citing papers

Observation 7b4aba80-d73a-4225-914e-cd2b8ce53e20 · inbound

Reinforcing Video Reasoning with Focused Thinking cites this paper.

Reinforcing Video Reasoning with Focused Thinking SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T12:22:12.190500Z

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Observation 0b9f6000-6e9b-48f9-87c5-38a7c22a23d0 · inbound

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation cites this paper.

Socratic RL: A Novel Framework for Efficient Knowledge Acquisition through Iterative Reflection and Viewpoint Distillation SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:07:05.170825Z

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Observation 51f79782-9ec8-4f33-83a3-77ede35621bd · inbound

Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework cites this paper.

Adaptive Termination for Multi-round Parallel Reasoning: An Universal Semantic Entropy-Guided Framework SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T18:59:40.639865Z

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Observation 69b01b73-13c2-4459-890e-334ee896733b · inbound

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity cites this paper.

EDGE-GRPO: Entropy-Driven GRPO with Guided Error Correction for Advantage Diversity SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-06T12:26:11.122616Z

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Observation 892fbaba-8018-4613-907c-bbe0cdaaa6cc · inbound

Mitigating Think-Answer Mismatch in LLM Reasoning Through Noise-Aware Advantage Reweighting cites this paper.

Mitigating Think-Answer Mismatch in LLM Reasoning Through Noise-Aware Advantage Reweighting SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 1988

Resolution: unresolved; no resolver link, observed 2026-08-05T23:10:24.452911Z

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Observation 1d7da6ce-8da8-4a9a-8688-18fe4b8d55e8 · inbound

A Survey of Reinforcement Learning for Large Reasoning Models cites this paper.

A Survey of Reinforcement Learning for Large Reasoning Models SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 64

Resolution: metadata mismatch; arxiv_id, observed 2026-05-18T00:02:25.084591Z

Source-reported events for the cited work

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Observation 2e325a43-c496-45a7-97ee-128721ef66f1 · inbound

Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents cites this paper.

Harnessing Uncertainty: Entropy-Modulated Policy Gradients for Long-Horizon LLM Agents SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T19:28:56.258016Z

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Observation fbe99f8e-e2ae-4851-85b9-d275d025b811 · inbound

AQA-TTRL: Self-Adaptation in Audio Question Answering with Test-Time Reinforcement Learning cites this paper.

AQA-TTRL: Self-Adaptation in Audio Question Answering with Test-Time Reinforcement Learning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T11:23:20.055373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d457360-c1b1-41e6-8da8-77d54a0f8373 · inbound

Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning cites this paper.

Unlocking Exploration in RLVR: Uncertainty-aware Advantage Shaping for Deeper Reasoning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T07:21:04.407632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f273ed6b-ec28-433b-b6e8-b982d2353ee8 · inbound

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding cites this paper.

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T11:13:16.768253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b031acc-1e60-4a7e-9592-a5d988094944 · inbound

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models cites this paper.

EMO-R3: Reflective Reinforcement Learning for Emotional Reasoning in Multimodal Large Language Models SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T20:14:03.940645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da19f184-186d-4aed-b54c-74ac41b3cf70 · inbound

Self-Distilled RLVR cites this paper.

Self-Distilled RLVR SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:48:11.563241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 97aa497d-3246-4818-8110-ce4dfb077a56 · inbound

LASER: A Data-Centric Method for Low-Cost and Efficient SQL Rewriting based on SQL-GRPO cites this paper.

LASER: A Data-Centric Method for Low-Cost and Efficient SQL Rewriting based on SQL-GRPO SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:16:02.244538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation caa9ebf4-db47-47db-b183-b28db1c89bbc · inbound

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment cites this paper.

HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-10T05:25:55.199930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 40b4c59d-42a6-46d5-a2f3-85242df039df · inbound

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models cites this paper.

Walking Through Uncertainty: An Empirical Study of Uncertainty Estimation for Audio-Aware Large Language Models SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 79

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T00:41:26.300159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 131bf09f-eb00-4823-b093-0ab1106f3131 · inbound

T$^2$PO: Uncertainty-Guided Exploration Control for Stable Multi-Turn Agentic Reinforcement Learning cites this paper.

T$^2$PO: Uncertainty-Guided Exploration Control for Stable Multi-Turn Agentic Reinforcement Learning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-09T05:45:22.128262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c9ae2cc9-c05b-4afd-b031-5b719c166158 · inbound

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning cites this paper.

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T23:15:48.864199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7ddcc6ed-9c0a-4a53-b513-ecf095e389f3 · inbound

Self-Induced Outcome Potential: Turn-Level Credit Assignment for Agents without Verifiers cites this paper.

Self-Induced Outcome Potential: Turn-Level Credit Assignment for Agents without Verifiers SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 42

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T17:46:09.550349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6c96d400-c4e2-4a8f-8d3c-f44cd106e081 · inbound

Rethinking Entropy Minimization in Test-Time Adaptation for Autoregressive Models cites this paper.

Rethinking Entropy Minimization in Test-Time Adaptation for Autoregressive Models SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T08:41:24.629634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7f265df0-44b6-4a12-a82c-653cfcab9e64 · inbound

DUET: Optimize Token-Budget Allocation for Reinforcement Learning with Verifiable Rewards cites this paper.

DUET: Optimize Token-Budget Allocation for Reinforcement Learning with Verifiable Rewards SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:46:29.447553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation da4eb23b-efe3-4d94-bfdc-eed8427c032c · inbound

Holder Policy Optimisation cites this paper.

Holder Policy Optimisation SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:12:22.790348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 94c188f2-641f-4ea3-8252-6faeb9c094f9 · inbound

Holder Policy Optimisation cites this paper.

Holder Policy Optimisation SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 53

Resolution: verified exact; arxiv_id, observed 2026-05-22T10:01:23.115200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a337026-3afb-47eb-956a-f88f1dcfd852 · inbound

What and When to Distill: Selective Hindsight Distillation for Multi-Turn Agents cites this paper.

What and When to Distill: Selective Hindsight Distillation for Multi-Turn Agents SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:43:05.721502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 82fbf2f1-0959-46e2-a70b-f94cd95608b1 · inbound

Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization cites this paper.

Why Semantic Entropy Fails: Geometry-Aware and Calibrated Uncertainty for Policy Optimization SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-22T08:54:45.757498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 45242034-0215-4725-8b8e-0e4ae85a8d30 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 95

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:13.407524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7416aa03-8007-4fb4-a17f-6c2dc8e53bbf · inbound

FGRPO: Federated GRPO with Adaptive Aggregation on Non-IID Data cites this paper.

FGRPO: Federated GRPO with Adaptive Aggregation on Non-IID Data SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:36:25.608391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2383a679-d435-4953-9f81-f7ece23e5234 · inbound

Self-Distilled Policy Gradient cites this paper.

Self-Distilled Policy Gradient SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:56:27.906762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d12d0f00-9328-4da1-be46-364c0af13427 · inbound

Reinforcement Learning from Rich Feedback with Distributional DAgger cites this paper.

Reinforcement Learning from Rich Feedback with Distributional DAgger SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-02T07:46:45.915273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d8439ce1-be73-4c88-a3ba-b2bbd9d8e9e5 · inbound

Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models cites this paper.

Back on Track: Aligning Rewards and States for Reasoning in Diffusion Large Language Models SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:57:26.585403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 40290d98-3b46-434d-8d96-eb9c56da9001 · inbound

Architecture-Aware Reinforcement Learning Makes Sliding-Window Attention Competitive in Math Reasoning cites this paper.

Architecture-Aware Reinforcement Learning Makes Sliding-Window Attention Competitive in Math Reasoning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-03T09:47:59.902366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation eaa9e059-daff-422f-8897-f28c490542eb · inbound

Empowering Economic Simulation Through Situation-Aware Llm-Driven Generative System cites this paper.

Empowering Economic Simulation Through Situation-Aware Llm-Driven Generative System SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 19

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T23:49:02.837064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 14275d2a-83f5-485b-b2f0-ea9c0e1c32d6 · inbound

What are Key Factors for Updates in RL for LLM Reasoning? cites this paper.

What are Key Factors for Updates in RL for LLM Reasoning? SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-07-04T09:09:43.560962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8829c247-63e7-43ce-b82f-14c140911edd · inbound

GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning cites this paper.

GEOALIGN: Geometric Rollout Curation for Robust LLM Reinforcement Learning SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:49:52.429607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 00ded8ff-7d33-420b-a0fd-003270913020 · inbound

Which Tokens Matter? Adaptive Token Selection for RLVR with the Relative Surprisal Index cites this paper.

Which Tokens Matter? Adaptive Token Selection for RLVR with the Relative Surprisal Index SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:25:42.387378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7c8263bc-0673-4a8f-83b1-d2cf75e97c99 · inbound

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs cites this paper.

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs SEED-GRPO: Semantic Entropy Enhanced GRPO for Uncertainty-Aware Policy Optimization

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T10:35:42.043252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.