Paper Citation Record · LEDGER

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2608.00969.

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

pith.paper-citation-record.v1
2608.00969 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:37:25.304636Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T00:37:22.965089Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T00:37:26.010355Z

Reference resolution

30 of 30 outbound references displayed

verified exact1
verified fuzzy14
unresolved13
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 54373557-c971-46ed-9353-69796bbe3beb · outbound

This paper cites PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-08-06T00:37:26.163501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3fb9add0-3062-4433-bdf0-1c54e8dc20ea · outbound

This paper cites It has enabled open- domain question answering [3] by LLMs through the retrieval of evidence from large corpora and the generation of answers based on the retrieved context.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent It has enabled open- domain question answering [3] by LLMs through the retrieval of evidence from large corpora and the generation of answers based on the retrieved context

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:30.975049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 435cc06d-50a3-40dd-ac41-ede8b629232d · outbound

This paper cites Then we provide details on our proposed coverage reward with teacher-guided training framework.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Then we provide details on our proposed coverage reward with teacher-guided training framework

Reference 3

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T00:37:30.617126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0463496-3f85-4695-8e62-ed67c9fcb8c1 · outbound

This paper cites an unresolved cited work.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:37:30.426338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d1fca82b-1a51-448a-a05d-20c18d89ff59 · outbound

This paper cites an unresolved cited work.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:37:30.233566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0456a6a4-4db1-4e42-b685-43be9bbeb345 · outbound

This paper cites an unresolved cited work.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T00:37:29.877431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dc596767-7e36-40ec-9e0f-5150a5e5f9cd · outbound

This paper cites React: Synergizing reasoning and acting in lan- guage models,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent React: Synergizing reasoning and acting in lan- guage models,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:28.345951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9b1eb094-aace-4fff-a20c-40390a6b0152 · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:23.402058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ffc96a-a5c4-4c25-95c9-7060a7b281c3 · outbound

This paper cites Deep- researcher: Scaling deep research via reinforcement learning in real-world environments,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Deep- researcher: Scaling deep research via reinforcement learning in real-world environments,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:29.626970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 64ff9fca-eef5-48d8-918e-39fcd395f3de · outbound

This paper cites Reading wikipedia to answer open-domain questions,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Reading wikipedia to answer open-domain questions,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:29.376053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bcccccfc-dc1b-4079-b3b5-a75eeba4d86c · outbound

This paper cites Natural questions: a benchmark for question answering re- search,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Natural questions: a benchmark for question answering re- search,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:29.051272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f4edd40-8e4e-440b-9d8e-7bf609785314 · outbound

This paper cites Hotpotqa: A dataset for diverse, explain- able multi-hop question answering,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Hotpotqa: A dataset for diverse, explain- able multi-hop question answering,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:28.804074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 664e026b-47a3-4c85-9345-a7b6aab7a057 · outbound

This paper cites Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:28.613955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 42d91b26-5ed7-48e4-ab77-65c6c60556c6 · outbound

This paper cites In parallel, Ze- roSearch [16] addresses the high cost and instability of RL by training with simulated retrieval during RL.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent In parallel, Ze- roSearch [16] addresses the high cost and instability of RL by training with simulated retrieval during RL

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:30.798418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dde2cfa6-3482-4b1b-9008-de6eb1cd687d · outbound

This paper cites Chain-of-retrieval augmented generation,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Chain-of-retrieval augmented generation,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.008663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a09846f1-9385-43e4-9eb6-7e153ec07bd4 · outbound

This paper cites DeepRAG: Thinking to Retrieve Step by Step for Large Language Models.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent DeepRAG: Thinking to Retrieve Step by Step for Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.065196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12b88403-6e6b-49d1-a9fa-03a354bda57c · outbound

This paper cites Self- rag: Learning to retrieve, generate, and critique through self- reflection,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Self- rag: Learning to retrieve, generate, and critique through self- reflection,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:28.108699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c021b4d-6adc-46d6-8dcd-28b0f7a9678c · outbound

This paper cites HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.239405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbf7f50f-2bf9-4d17-9be9-06154b315522 · outbound

This paper cites Beyond the limitation of a single query: Train your llm for query expansion with reinforcement learning,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Beyond the limitation of a single query: Train your llm for query expansion with reinforcement learning,

Reference 19

Resolution: verified exact; raw_fallback, observed 2026-08-06T00:37:25.657837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c39cdff7-14a1-448e-923c-1e6dbc1b3a2c · outbound

This paper cites Frugalrag: Less is more in rl finetuning for multi-hop question answering,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Frugalrag: Less is more in rl finetuning for multi-hop question answering,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:27.877953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2381ac15-4ae2-4160-822a-36d73801b58d · outbound

This paper cites R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.521869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0edeed5-dc2f-4829-b781-6d3531d018e5 · outbound

This paper cites Search wisely: Mitigating sub-optimal agentic searches by reducing uncertainty,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Search wisely: Mitigating sub-optimal agentic searches by reducing uncertainty,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:27.546859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2c1bf993-9c97-46b7-a545-892b5d0e4681 · outbound

This paper cites ZeroSearch: Incentivize the Search Capability of LLMs without Searching.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent ZeroSearch: Incentivize the Search Capability of LLMs without Searching

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.709002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc26b024-8e89-41d8-a5a1-cd82da4b0c6e · outbound

This paper cites Proximal Policy Optimization Algorithms.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Proximal Policy Optimization Algorithms

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.786950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0c35b74-3571-4c96-848e-98407ef02022 · outbound

This paper cites Triviaqa: A large scale distantly supervised challenge dataset for reading comprehension,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Triviaqa: A large scale distantly supervised challenge dataset for reading comprehension,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:24.848150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4355908-5b51-401c-9410-c6ab1fbab9d4 · outbound

This paper cites When not to trust language models: Investigating effec- tiveness of parametric and non-parametric memories,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent When not to trust language models: Investigating effec- tiveness of parametric and non-parametric memories,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:27.210753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b61f4cc7-fb6b-47d7-b93b-0d4dd29fb68f · outbound

This paper cites Con- structing a multi-hop qa dataset for comprehensive evaluation of reasoning steps,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Con- structing a multi-hop qa dataset for comprehensive evaluation of reasoning steps,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:26.915806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83f4963e-bad6-4ddf-af4b-6b0a7d284845 · outbound

This paper cites Musique: Multihop questions via single-hop question composi- tion,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Musique: Multihop questions via single-hop question composi- tion,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:37:26.453902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fb31c455-c342-4e19-8fb5-5bc8dfe86381 · outbound

This paper cites Dense passage retrieval for open-domain question answering,.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Dense passage retrieval for open-domain question answering,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:25.196726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5187a253-79c8-4d32-a87c-c7495542da9e · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T00:37:25.304636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 54373557-c971-46ed-9353-69796bbe3beb · inbound