Paper Citation Record · LEDGER

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking

As of 19 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 2 inbound Pith citation observations for arXiv:2505.19300.

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

pith.paper-citation-record.v1
2505.19300 v1

Coverage vector

measured 85 of 85 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:21:23.467761Z

measured 87 of 87 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T18:07:27.492419Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T18:07:42.374232Z

Reference resolution

85 of 85 outbound references displayed

verified exact0
verified fuzzy51
unresolved34
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 85752d66-8552-47d7-a16b-22ba37c4fc97 · outbound

This paper cites Large language models for mathematical reasoning: Progresses and challenges.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Large language models for mathematical reasoning: Progresses and challenges

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.299145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b167c31-980d-4731-958d-ea1dbf8b670d · outbound

This paper cites Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.385545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dff59a7d-3211-449d-ac27-e372ef3a0eeb · outbound

This paper cites Do Chains-of-Thoughts of Large Language Models Suffer from Hallucinations, Cognitive Biases, or Phobias in Bayesian Reasoning?.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Do Chains-of-Thoughts of Large Language Models Suffer from Hallucinations, Cognitive Biases, or Phobias in Bayesian Reasoning?

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.436732Z

Source-reported events for the cited work

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Observation 699a337f-72e4-48f4-914c-959026360784 · outbound

This paper cites OpenAI Gym.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking OpenAI Gym

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.482379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b38a6d0-85e8-42bc-93da-60371b571152 · outbound

This paper cites ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.494992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ba178e5-b33d-41b1-a95f-e2e88a5d543b · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.524079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3249d31c-2efa-44ce-ba27-7efe5ffc61c7 · outbound

This paper cites Hausknecht, Layla El Asri, Mahmoud Adada, Wendy Tay, and Adam Trischler.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Hausknecht, Layla El Asri, Mahmoud Adada, Wendy Tay, and Adam Trischler

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.527922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce8f01ff-dfa0-4ba5-bf80-4bab096f6ee2 · outbound

This paper cites Process Reinforcement through Implicit Rewards.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Process Reinforcement through Implicit Rewards

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.562756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8d7bf4e-2fa4-4b30-8fc2-0f2e2c01d329 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.591859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54eeaa55-da05-4e5c-a75b-8a8629c38c07 · outbound

This paper cites How far are we from agi: Are llms all we need?Transactions on Machine Learning Research, 2024.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking How far are we from agi: Are llms all we need?Transactions on Machine Learning Research, 2024

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.638328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4aa20d48-e0b1-444a-bc5a-b670d651c977 · outbound

This paper cites CRITIC: large language models can self-correct with tool-interactive critiquing.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking CRITIC: large language models can self-correct with tool-interactive critiquing

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.712221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f44e011-e406-48af-b4a1-efc28bed363a · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Measuring mathematical problem solving with the MATH dataset

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.736983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c8946d-db9d-4cbe-b03f-bf24845631a1 · outbound

This paper cites Constructing A multi-hop QA dataset for comprehensive evaluation of reasoning steps.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Constructing A multi-hop QA dataset for comprehensive evaluation of reasoning steps

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:33.219892Z

Source-reported events for the cited work

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Observation eb68cd6b-4686-4389-bdd9-01a7d8fb5fac · outbound

This paper cites Towards reasoning in large language models: A survey.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Towards reasoning in large language models: A survey

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:33.071573Z

Source-reported events for the cited work

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Observation 914740a9-09a0-4fe9-8283-e97a6df012ad · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.839250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 870b68bb-8bc8-493c-b87b-7fa620b1ea08 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:18.927856Z

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Observation 99628a4d-b00e-437c-99fc-47f688a04d2f · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Dense passage retrieval for open-domain question answering

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.910226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ec7598a7-b55c-42e8-91c6-257beae34d12 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Efficient memory management for large language model serving with pagedattention

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.701840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 79512292-bbd6-4bc9-af93-958343527375 · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking ToRL: Scaling Tool-Integrated RL

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:19.031069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf584ed7-f734-4dca-9edc-f1e05637b0b8 · outbound

This paper cites Let’s verify step by step.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Let’s verify step by step

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.527643Z

Source-reported events for the cited work

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Observation 9b567b36-199e-498d-9cc1-1d1b918bda17 · outbound

This paper cites s1: Simple test-time scaling.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking s1: Simple test-time scaling

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:19.079274Z

Source-reported events for the cited work

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Observation 8ef5c47a-61b5-4dac-8dcc-fd9007ae4502 · outbound

This paper cites Learning to reason with llms.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Learning to reason with llms

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.362887Z

Source-reported events for the cited work

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Observation 329c0a39-5adc-4a4b-933a-15741c64dfab · outbound

This paper cites Introducing deep research.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Introducing deep research

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.237767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 36908fcd-c21f-43a5-9be6-47395d2b6cb4 · outbound

This paper cites Compositional semantic parsing on semi-structured tables.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Compositional semantic parsing on semi-structured tables

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:32.052387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4dccbd9-1ed6-4b56-ac11-d2211a3e4b74 · outbound

This paper cites Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.881780Z

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No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a6e7e30b-128e-4a2c-bd2a-6c9da06e8242 · outbound

This paper cites Smith, and Mike Lewis.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Smith, and Mike Lewis

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.707373Z

Source-reported events for the cited work

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Observation 6226f1d1-5ff9-495f-8777-a662b490d59c · outbound

This paper cites Toolllm: Facilitating large language models to master 16000+ real-world apis.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Toolllm: Facilitating large language models to master 16000+ real-world apis

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.555819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a7c858c5-f59e-4559-a1f6-04aaac51c70b · outbound

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SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:31.349210Z

Source-reported events for the cited work

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Observation ff1e857f-d819-43d3-83ff-a32b6dd7dbbe · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 29

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Observation 0de21bdf-3ef4-4e4d-90b5-7265517d3c36 · outbound

This paper cites Investigating the factual knowledge boundary of large language models with retrieval augmentation.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Investigating the factual knowledge boundary of large language models with retrieval augmentation

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.200474Z

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Observation 0541fbbf-9888-4a52-9753-f6b3c114a986 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Toolformer: Language models can teach themselves to use tools

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.101289Z

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Observation 37f51842-adc0-4239-a600-0e14ff2498c3 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36: 68539–68551, 2023.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Toolformer: Language models can teach themselves to use tools.Advances in Neural Information Processing Systems, 36: 68539–68551, 2023

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:31.013944Z

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Observation 57626093-d7cf-4802-9d38-6573aa03da5b · outbound

This paper cites Proximal Policy Optimization Algorithms.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Proximal Policy Optimization Algorithms

Reference 33

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Observation 38f5bcfb-dad9-4c86-946d-db9bc1c42c9c · outbound

This paper cites Enhancing retrieval-augmented large language models with iterative retrieval-generation synergy.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Enhancing retrieval-augmented large language models with iterative retrieval-generation synergy

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:30.885495Z

Source-reported events for the cited work

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Observation 9feb3939-44e8-4aa0-b70b-c3f7d7a99c26 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 35

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Observation 3ab199ff-e97b-4910-8175-6b3ba22f073e · outbound

This paper cites Hybridflow: A flexible and efficient RLHF framework.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Hybridflow: A flexible and efficient RLHF framework

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:30.681906Z

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Observation 1829ae53-9358-4318-a315-eea0bfd735fd · outbound

This paper cites Progprompt: Generating situated robot task plans using large language models.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Progprompt: Generating situated robot task plans using large language models

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:30.434696Z

Source-reported events for the cited work

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Observation d4dac456-cd45-481d-b1ba-b770df2ad7ce · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 38

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Observation f7cd85ca-668b-41f8-8cdc-5dabe84b1b5a · outbound

This paper cites Sadler, Jiaman Wu, Wei-Lun Chao, Clayton Washington, and Yu Su.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Sadler, Jiaman Wu, Wei-Lun Chao, Clayton Washington, and Yu Su

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:30.159417Z

Source-reported events for the cited work

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Observation ec402321-469b-4958-a2a6-0900581a39b3 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:20.089606Z

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Observation 61d09487-0012-48eb-838c-c2cc8d51a9fa · outbound

This paper cites A survey of reasoning with foundation models: Concepts, methodologies, and outlook.ACM Comput.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking A survey of reasoning with foundation models: Concepts, methodologies, and outlook.ACM Comput

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:29.921584Z

Source-reported events for the cited work

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Observation 22cd6514-3ccd-499f-aaf8-3be900bda928 · outbound

This paper cites Qwen3: Think deeper, act faster.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Qwen3: Think deeper, act faster

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:29.647563Z

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Observation d7e6de3a-6d14-4106-894f-b18f187fb044 · outbound

This paper cites Musique: Multihop questions via single-hop question composition.Trans.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Musique: Multihop questions via single-hop question composition.Trans

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:29.435104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5525846b-a60b-4573-9be5-ceb3b51c4d01 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:29.273810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 45e368b6-9d26-4424-90af-e5c9b916a123 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:29.068984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7f1d19db-238f-4472-a117-aace9a64ba33 · outbound

This paper cites V oyager: An open-ended embodied agent with large language models.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking V oyager: An open-ended embodied agent with large language models

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:28.915025Z

Source-reported events for the cited work

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Observation 09f982b7-cff7-47d5-907e-8aedbe297511 · outbound

This paper cites Srinivasa.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Srinivasa

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:28.734483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09af419e-eb36-42f7-9e88-eee35bf73f56 · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Chain-of-thought prompting elicits reasoning in large language models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:28.512055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d3800b5c-dd4d-4044-867f-563f9ab57559 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:28.326990Z

Source-reported events for the cited work

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Observation dd881032-ea86-4d84-a304-19fe87e5c413 · outbound

This paper cites Retrieval-Augmented Generation for Natural Language Processing: A Survey.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Retrieval-Augmented Generation for Natural Language Processing: A Survey

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:20.808608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87481c1a-3637-415a-8f3e-1ebdbcf37f6c · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:20.920534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88a7e3cd-323a-47b2-a1d6-a862fdf4809a · outbound

This paper cites Cohen, Ruslan Salakhut- dinov, and Christopher D.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Cohen, Ruslan Salakhut- dinov, and Christopher D

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:28.121852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 552b43cb-fff3-48b1-955c-8c453f2107d0 · outbound

This paper cites Narasimhan, and Yuan Cao.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Narasimhan, and Yuan Cao

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.880020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25326732-f649-4fe0-8de9-f5c62024385a · outbound

This paper cites The value of semantic parse labeling for knowledge base question answering.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The value of semantic parse labeling for knowledge base question answering

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.750504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 50d49ff3-dcaf-46aa-922e-d6ae27d2001d · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:21.123794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2381d92e-352b-43ed-8e5f-41aa184e82eb · outbound

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

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking SimpleRL-Zoo: Investigating and Taming Zero Reinforcement Learning for Open Base Models in the Wild

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T14:21:21.217436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7f6f4c3-a7a7-4d0a-99bd-6809b3c2ae28 · outbound

This paper cites https://www.worldatlas.com/articles/the-10-largest-states-in-the-united-states.html.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking https://www.worldatlas.com/articles/the-10-largest-states-in-the-united-states.html

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.551751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1181a327-06b3-40ef-bbf9-e1bb76ff539e · outbound

This paper cites - If the perimeter of the equilateral triangle is 21 inches, then the side lengthsof the triangle can be calculated as: s= perimeter 3 = 21 3 = 7inches.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking - If the perimeter of the equilateral triangle is 21 inches, then the side lengthsof the triangle can be calculated as: s= perimeter 3 = 21 3 = 7inches

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.330982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cd60ce9b-a50a-4a8f-be92-59ea45acd0c3 · outbound

This paper cites - Therefore, the side length of the hexagon is also 7 inches.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking - Therefore, the side length of the hexagon is also 7 inches

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.203457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4531226e-5cd5-4d7d-a178-f5d9484b30af · outbound

This paper cites The correct treatment is {correct_treatment}, which is a {category}.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The correct treatment is {correct_treatment}, which is a {category}

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:27.034476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0665ef78-80f0-4903-bffe-11d3652b5354 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 61

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:26.911753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2dde01d4-aa79-4d9e-b248-cd7691e5501d · outbound

This paper cites - Host Star Mass: The host star of Planet_1 is twice as massive as that of Planet_2.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking - **Host Star Mass**: The host star of Planet_1 is twice as massive as that of Planet_2

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:26.718225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 85427906-b9bb-4383-afab-9e9545551ae5 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:26.630711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bcf95942-f9da-477f-b867-eb700cf05351 · outbound

This paper cites GivenP 1 = 1 3 P2.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking GivenP 1 = 1 3 P2

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:26.460426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2d90f4c9-2406-4978-9d21-edee520f82a6 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:26.369627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b384d612-8ff5-4fbe-8f49-a2a26d730861 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:26.214088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 06df47ea-8192-43b8-a1c4-400b66a48353 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:26.093673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 669da8e9-317b-4415-83eb-a3e95ea54350 · outbound

This paper cites This means Planet_1 is more likely to transit its host star.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking This means Planet_1 is more likely to transit its host star

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.957634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 490c7cf1-c43f-4d83-84ed-07318e40eb33 · outbound

This paper cites Let’s verify the calculations using Python to ensure accuracy.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Let’s verify the calculations using Python to ensure accuracy

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.869794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 93f306ea-1c95-42aa-b8dc-ca3677cf83ce · outbound

This paper cites This will give me an overview of the information available about him.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking This will give me an overview of the information available about him

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.764854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation abd1cc61-2b6e-41b6-b60b-299125fc1e6d · outbound

This paper cites Query: <entity>JaMarcus Russell, people.person.place_of_birth</entity> <result> [’Mobile’] </result> The result indicates that the place of birth for JaMarcus Russell is Mobile.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Query: <entity>JaMarcus Russell, people.person.place_of_birth</entity> <result> [’Mobile’] </result> The result indicates that the place of birth for JaMarcus Russell is Mobile

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.636007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b4a96053-61a4-4796-a4d9-d3e53f05c0ba · outbound

This paper cites First, I need to find the neighboring relations of Mobile.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking First, I need to find the neighboring relations of Mobile

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.527826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4586999-7c32-4294-bdef-d88a57a647bd · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 73

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:25.412883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e619a110-c9ce-48af-85f1-237bbae85f90 · outbound

This paper cites How many were played on a hard surface?.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking How many were played on a hard surface?

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.311721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c5953f6f-fb07-475e-a1c4-58ad39ff6991 · outbound

This paper cites Wait, let’s double-check:.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Wait, let’s double-check:

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.162635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation cc5f3c43-5d52-460c-8272-24c158bbd004 · outbound

This paper cites ### Step 6: Verify the Count To ensure accuracy, I’ll recount: 3, 4, 5, 8, 9, 10, 11→7 times.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking ### Step 6: Verify the Count To ensure accuracy, I’ll recount: 3, 4, 5, 8, 9, 10, 11→7 times

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:25.084088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 51fe4f9f-e6e0-45ff-91bc-acd3110318b5 · outbound

This paper cites I should begin with the command ‘go west‘.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking I should begin with the command ‘go west‘

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.922919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 741f1e0b-a58b-47e3-8ff1-7fde77df1148 · outbound

This paper cites The command to pick up an item is usually ‘get [item]‘.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The command to pick up an item is usually ‘get [item]‘

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.802998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5b1ba0c1-2916-4225-877c-88daf0543725 · outbound

This paper cites The command for this is ‘go east‘.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The command for this is ‘go east‘

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.690147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 044bfaa7-5819-4cf4-9556-ba0506a59dbc · outbound

This paper cites The command to put an item on something is usually ‘put [item] on [location]‘.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The command to put an item on something is usually ‘put [item] on [location]‘

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.607434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f0b48ba5-be6a-4b87-bda2-508754101a0f · outbound

This paper cites I’ll invoke the Interface For Obtain Description to get a description of the current room.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking I’ll invoke the **Interface For Obtain Description** to get a description of the current room

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.475758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d6bdac3e-df94-4230-8552-1117483ae3d8 · outbound

This paper cites looking.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking looking

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.279169Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f18f1149-fba7-4e78-a21f-5f8ca6210f62 · outbound

This paper cites an unresolved cited work.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:21:24.147012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0bf94f9a-b889-4a4d-b622-ee88fd2df2c6 · outbound

This paper cites The next instruction is to rest the staple on the shelf inside the cellar.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking The next instruction is to rest the staple on the shelf inside the cellar

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:24.008019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 65caa081-956e-43e5-9023-49fef46007ad · outbound

This paper cites I’ll invoke the Interface For Obtain Feedback to see the game’s response.

SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking I’ll invoke the **Interface For Obtain Feedback** to see the game’s response

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:21:23.847218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

Observation cc3829df-599e-449f-b49c-fa9cd6a43cf9 · inbound

AIPO: Learning to Reason from Active Interaction cites this paper.

AIPO: Learning to Reason from Active Interaction SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:06:31.140568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 03e28f1f-bf89-47de-9012-a8b9ac8bdd95 · inbound

AIPO: Learning to Reason from Active Interaction cites this paper.

AIPO: Learning to Reason from Active Interaction SituatedThinker: Grounding LLM Reasoning with Real-World through Situated Thinking

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-19T18:07:42.376490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.