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Paper Citation Record · LEDGER

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

As of 18 August 2026, this Paper Citation Record lists 100 of 125 outbound references and 21 inbound Pith citation observations for arXiv:2508.11987.

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

pith.paper-citation-record.v1
2508.11987 v3

Coverage vector

measured 100 of 125 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:31:13.513076Z

measured 121 of 121 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 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T04:29:41.376395Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 125 outbound references displayed

  • verified exact0
  • verified fuzzy7
  • unresolved93
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 3e194a3e-9829-4561-88d7-26640ae55a28 · outbound

This paper cites Babyagi, 2024.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Babyagi, 2024

Reference 1

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source=pdf_text observed=2026-08-15T17:31:13.050348Z digest=sha256:68d69ef9268a9f01bf9bfac362703a7ad2d2f9b3dbf96d463c5771250fd58b40

Observation 06460b3b-61d8-427f-bfb2-4d26d474c0e0 · outbound

This paper cites LangChain, October 2022.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction LangChain, October 2022

Reference 2

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source=pdf_text observed=2026-08-15T17:31:13.056049Z digest=sha256:6be026337b9b1b20599631a4ce8e904e14d03992114e5d57a1e612d431780e28

Observation f2d8bb70-06e2-4627-bd49-d33d5b5d01f2 · outbound

This paper cites Chatbot arena: An open platform for evaluating llms by human preference.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Chatbot arena: An open platform for evaluating llms by human preference

Reference 3

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source=pdf_text observed=2026-08-15T17:31:13.060588Z digest=sha256:235f01341abd4bd3d143b6d79fc803d9ee06a50cbf73ddd18d5662f94e7d5f87

Observation bf422e0e-80c9-4b00-ab98-056523a10250 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 4

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source=pdf_text observed=2026-08-15T17:31:13.065294Z digest=sha256:cdd8a54fcad0e8dc9b6655254fe4d4c430ea0db326d19c194c713aef86325678

Observation 7c1b6ecd-cfb8-4277-9028-159e3b89f08f · outbound

This paper cites Investigating data contamination in modern benchmarks for large language models.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Investigating data contamination in modern benchmarks for large language models

Reference 5

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source=pdf_text observed=2026-08-15T17:31:13.070144Z digest=sha256:3563f2eb37d54c4c20ce2a4059dad64ba0ae30831b854aab7e3e6002b4134b9d

Observation bc2e53fb-a5fe-434c-8e70-d64c33671837 · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Mind2Web: Towards a Generalist Agent for the Web

Reference 6

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source=pdf_text observed=2026-08-15T17:31:13.074420Z digest=sha256:b8c3ebb08f49b0b3c7e24e47e33e29efa15df3f136a04966101d16de5075a01c

Observation 12514600-a541-440f-b609-de155128e97d · outbound

This paper cites Gemini deep research — your personal research assistant, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gemini deep research — your personal research assistant, 2025

Reference 7

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source=pdf_text observed=2026-08-15T17:31:13.080090Z digest=sha256:98bb410cbc4a9507e56a627edf3c2f2c606f1ccaaf8c8202499ef224f8ea98d7

Observation 84fbe904-434d-4b4a-98a2-b02056b91eb4 · outbound

This paper cites OpenEP: Open-Ended Future Event Prediction.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction OpenEP: Open-Ended Future Event Prediction

Reference 8

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source=pdf_text observed=2026-08-15T17:31:13.084498Z digest=sha256:08dbcaee830f3352ea84541d25f6a97ac3f28598793aadbbedc07bf275a94385

Observation c97879ef-bcea-4e98-b986-64ce28a1e5f2 · outbound

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

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

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source=pdf_text observed=2026-08-15T17:31:13.089118Z digest=sha256:b08fa31fdc8b18e5b640e948fc8ca306ab5001275e9b69c9231fb7f0fc0fc89a

Observation fa19d272-f3d1-4064-8a45-80a99dc0088b · outbound

This paper cites Measuring massive multitask language understanding.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Measuring massive multitask language understanding

Reference 10

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source=pdf_text observed=2026-08-15T17:31:13.093866Z digest=sha256:f0f808196a65849b4c6118ca18d3fa92e0a6ed302bf9ce89a137dedd3fc7e865

Observation 99966f50-ea3e-47c8-a6b4-07b5b267f69d · outbound

This paper cites Deep Research Agents: A Systematic Examination And Roadmap.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Deep Research Agents: A Systematic Examination And Roadmap

Reference 11

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Observation 411280b0-8e7d-4bb6-b58d-897ec64d1531 · outbound

This paper cites LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code

Reference 12

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source=pdf_text observed=2026-08-15T17:31:13.103114Z digest=sha256:e2ed200691ce9f963b324657411292f83663ff39b3e602cf74f0c67001fbcab1

Observation c59bd6c5-ae23-40e1-948f-08b79835bb9a · outbound

This paper cites Swe-bench: Can language models resolve real-world github issues? InThe TwelfthInternational Conference on Learning Representations, 2024.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Swe-bench: Can language models resolve real-world github issues? InThe TwelfthInternational Conference on Learning Representations, 2024

Reference 13

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source=pdf_text observed=2026-08-15T17:31:13.107874Z digest=sha256:a5077265665761ee14ea459f817a17b6fd2586ebae5c28f344c54ac482f0ffb8

Observation d7035609-437d-4f96-8ff7-ef3b6c8c7203 · outbound

This paper cites Forecastqa: A question answering challenge for event forecasting with temporal text data.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecastqa: A question answering challenge for event forecasting with temporal text data

Reference 14

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source=pdf_text observed=2026-08-15T17:31:13.112246Z digest=sha256:9d340b2f1440e4ebf1f27f28eb803932af11650f94987dd5969564a1164b17d7

Observation 46a199f1-f03c-4c35-9647-230c1c33c5ee · outbound

This paper cites Forecastbench: A dynamic benchmark of ai forecasting capabilities.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecastbench: A dynamic benchmark of ai forecasting capabilities

Reference 15

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source=pdf_text observed=2026-08-15T17:31:13.116505Z digest=sha256:288987d0bf1cbddd7a61553f515faa2ba2a7144a81530bd41caebd07faf78ab3

Observation 16f4c670-6f2e-4890-ba48-5fe977810206 · outbound

This paper cites Gonzalez, and Ion Stoica.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gonzalez, and Ion Stoica

Reference 16

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source=pdf_text observed=2026-08-15T17:31:13.121019Z digest=sha256:520414dcc6043a9fbe98b8f0902aeda24f3a28786274dcef8271b0276d758590

Observation c8c21130-530f-45e6-85d9-a459e45afe2b · outbound

This paper cites Agentbench: Evaluating llms as agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Agentbench: Evaluating llms as agents

Reference 17

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source=pdf_text observed=2026-08-15T17:31:13.125440Z digest=sha256:e31dad8407c5e8a6b1020405f34e4fc6695028c0f8477a8b709a60d4b13015f0

Observation f7f83edb-7a6d-445c-8f57-fe2840b15a38 · outbound

This paper cites Gaia: a benchmark for general ai assistants.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Gaia: a benchmark for general ai assistants

Reference 18

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source=pdf_text observed=2026-08-15T17:31:13.130533Z digest=sha256:efdf0a0f797fdafcde7d2fb4201eddc4189df9b0161d5c3f6568582c4047a764

Observation a8a428d5-e6af-4422-bf04-1c05f6421c9c · outbound

This paper cites Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Navigating Tomorrow: Reliably Assessing Large Language Models Performance on Future Event Prediction

Reference 19

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Observation 595e59bf-0ba2-4942-a057-20e9434b3a96 · outbound

This paper cites Introducing SWE-Bench verified, 2024.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Introducing SWE-Bench verified, 2024

Reference 20

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Observation 99b2f3db-8100-4a17-9159-ba990cc53e40 · outbound

This paper cites Introducing deep research, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Introducing deep research, 2025

Reference 21

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source=pdf_text observed=2026-08-15T17:31:13.144153Z digest=sha256:f53a523ed88cb5eeda997ecd02aaa2bf6ac2592bd436d957de5d3a5a754f1899

Observation 4e04179f-4312-42db-b81a-1ea31fa61dcb · outbound

This paper cites Pitfalls in Evaluating Language Model Forecasters.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Pitfalls in Evaluating Language Model Forecasters

Reference 22

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Observation fcc28586-f289-4270-b69d-958a0be20b99 · outbound

This paper cites Training software engineering agents and verifiers with swe-gym.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Training software engineering agents and verifiers with swe-gym

Reference 23

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Observation 28083c10-b729-4aae-997f-c48c9769f970 · outbound

This paper cites Generative Agents: Interactive Simulacra of Human Behavior.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Generative Agents: Interactive Simulacra of Human Behavior

Reference 24

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Observation 62a37435-d5e6-49fe-8d9b-0ea0ffb32736 · outbound

This paper cites Open- source deepresearch – freeing our search agents, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Open- source deepresearch – freeing our search agents, 2025

Reference 25

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source=pdf_text observed=2026-08-15T17:31:13.162263Z digest=sha256:770d5a2d0f25be3fe27f4a1f6dbd797b298dd5bf7a3fd46b347ea2b0d56a8738

Observation 0a86d6d8-10b8-4eb3-9a12-f9bea9e01228 · outbound

This paper cites ‘smola- gents‘: a smol library to build great agentic systems.https://github.com/huggingface/smolagents, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction ‘smola- gents‘: a smol library to build great agentic systems.https://github.com/huggingface/smolagents, 2025

Reference 26

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Observation fe37f0aa-3835-480c-b8f0-ba884b832dbc · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 27

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Observation 575f892a-375a-4177-8df8-c4361484a34b · outbound

This paper cites Aime: Towards Fully-Autonomous Multi-Agent Framework.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Aime: Towards Fully-Autonomous Multi-Agent Framework

Reference 28

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Observation 11458517-c073-48c1-bdee-09fe074be153 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 29

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Observation b7f6b38a-12b5-47ec-8ca2-9d5e08af573d · outbound

This paper cites Futurebench: Evaluating agents’ future prediction capabilities, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Futurebench: Evaluating agents’ future prediction capabilities, 2025

Reference 30

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source=pdf_text observed=2026-08-15T17:31:13.184735Z digest=sha256:17044aa3f0fd1a14e60b765adb7e673feb756c751be5de30b1fa52f6a516e7dc

Observation 2b3ab6a0-f9b5-424c-809a-82452b308dff · outbound

This paper cites Superglue: A stickier benchmark for general-purpose language understanding systems.Advances in neural information processing systems, 32, 2019.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Superglue: A stickier benchmark for general-purpose language understanding systems.Advances in neural information processing systems, 32, 2019

Reference 31

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Observation e36dc413-0095-4501-8c10-8d271cbf4040 · outbound

This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 33

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Observation a125ae74-d851-4901-a6d2-a7974fcc6c78 · outbound

This paper cites Livebench: A challenging, contamination-limited llm benchmark.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Livebench: A challenging, contamination-limited llm benchmark

Reference 34

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Observation 96e3731a-e52c-4dc3-bfaa-b2cc7c812603 · outbound

This paper cites Bench to the Future: A Pastcasting Benchmark for Forecasting Agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Bench to the Future: A Pastcasting Benchmark for Forecasting Agents

Reference 35

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Observation a4da1ea2-fac3-4ae1-8c68-a8f806f1ae16 · outbound

This paper cites Agentic reasoning: A streamlined framework for enhancing llm reasoning with agentic tools.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Agentic reasoning: A streamlined framework for enhancing llm reasoning with agentic tools

Reference 36

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Observation e7976a1c-8123-4c6e-92ad-8bc047f2c5d6 · outbound

This paper cites Reasoning or memorization? unreliable results of reinforcement learning due to data contamination.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Reasoning or memorization? unreliable results of reinforcement learning due to data contamination

Reference 37

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Observation b198f921-ab03-4e50-8a2f-c333763b787a · outbound

This paper cites Evaluation-driven development of llm agents: A process model and reference architecture.arXiv preprint arXiv:2411.13768, 2024.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Evaluation-driven development of llm agents: A process model and reference architecture.arXiv preprint arXiv:2411.13768, 2024

Reference 38

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source=pdf_text observed=2026-08-15T17:31:13.223580Z digest=sha256:afdfc158c2db3592aed5c4b2e46492e30b514e4814794cd36e48feb0a85dc84c

Observation fcc2eeb3-38b4-4b31-84c0-2a19f75e0681 · outbound

This paper cites SWE-smith: Scaling Data for Software Engineering Agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction SWE-smith: Scaling Data for Software Engineering Agents

Reference 39

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source=pdf_text observed=2026-08-15T17:31:13.228055Z digest=sha256:f686211d952cb66a2af36ee7d4a2448928724e0af3ab2a7a5c55c9dd8cfbd6ef

Observation 4e2dd0cc-3873-488c-81ae-cc79847d0f30 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction ReAct: Synergizing Reasoning and Acting in Language Models

Reference 40

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source=pdf_text observed=2026-08-15T17:31:13.232811Z digest=sha256:c2d22cbe498cedb10c996b5651843cceb9f5f76c1f10bfd60fc8c8d4b5891a47

Observation b09dc4a8-32a4-4a98-8c37-997bdb9d5e37 · outbound

This paper cites InThe Thirteenth International Conference on Learning Representations, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction InThe Thirteenth International Conference on Learning Representations, 2025

Reference 41

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source=pdf_text observed=2026-08-15T17:31:13.237685Z digest=sha256:8bdfc6ff986fd4739ce3c2c89a1ce23071b526c2f696c33f16c552bc78388244

Observation ec20545b-2014-4374-8bbf-7be8daae8e1e · outbound

This paper cites Survey on Evaluation of LLM-based Agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Survey on Evaluation of LLM-based Agents

Reference 42

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source=pdf_text observed=2026-08-15T17:31:13.242855Z digest=sha256:920698d86fe6faa19b6f1a2ca76676a3e4e8f66be854f153dd613d03cccbbc29

Observation ac2ee386-e9af-44a8-8cd9-da6b984c0dee · outbound

This paper cites Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Multi-SWE-bench: A Multilingual Benchmark for Issue Resolving

Reference 43

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source=pdf_text observed=2026-08-15T17:31:13.248076Z digest=sha256:496281b3fa477dcd76f43451b81d28822ea4e5c94511f069130f9cfe2196e6ff

Observation 9e6febb5-a5c9-4ff8-bcf6-7c7a87d49f36 · outbound

This paper cites SWE-bench Goes Live!.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction SWE-bench Goes Live!

Reference 44

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no resolver link, observed 2026-08-15T17:31:13.253120Z

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source=pdf_text observed=2026-08-15T17:31:13.253120Z digest=sha256:f615d89d0763ccbaefc51cedbbbf5705c95a3641483461e059050a579eb5f433

Observation 6b93d9c8-d4bc-4972-a966-081067e35044 · outbound

This paper cites AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol

Reference 45

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no resolver link, observed 2026-08-15T17:31:13.258482Z

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source=pdf_text observed=2026-08-15T17:31:13.258482Z digest=sha256:60b2b9b74655bed08b0e25d1271c9d3cc25e8e6895fb64d747462b7f08e45fdc

Observation c6c0f200-bfa0-42ee-9b0b-e131aadd1faf · outbound

This paper cites DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments

Reference 46

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no resolver link, observed 2026-08-15T17:31:13.263751Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.263751Z digest=sha256:f336c04333873a6ee03cb787f297efc5a598e2625d588d3f976328e0f77e4bf4

Observation 86a3ce32-afab-462b-90b3-48c24337f553 · outbound

This paper cites Webarena: A realistic web environment for building autonomous agents.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Webarena: A realistic web environment for building autonomous agents

Reference 47

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no resolver link, observed 2026-08-15T17:31:13.268572Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.268572Z digest=sha256:35c19145c49a0eaaf2ccf7d2f884f1ec6c5e0ca70e88a40360765e3a06f0b882

Observation 731392de-e4a5-485d-ac47-b90a3ef3773a · outbound

This paper cites Forecasting future world events with neural networks.Advances in Neural Information Processing Systems, 35:27293–27305, 2022.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Forecasting future world events with neural networks.Advances in Neural Information Processing Systems, 35:27293–27305, 2022

Reference 48

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no resolver link, observed 2026-08-15T17:31:13.272893Z

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source=pdf_text observed=2026-08-15T17:31:13.272893Z digest=sha256:1a9804849311abfdd723cc16ab16f5c2925f88f29accefe2f6a4a31198183628

Observation 84905bf1-319a-4166-8968-54e2479041a2 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-15T17:31:13.277472Z

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source=pdf_text observed=2026-08-15T17:31:13.277472Z digest=sha256:f8b26e1fe346bb086bb9089682a89ea51140a53f28c17927891d764f45816419

Observation 03353162-8d80-40a0-aecf-ffc48c487b3d · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-15T17:31:13.282248Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.282248Z digest=sha256:565e75131036cf7862979fcdd2be04aa20fd76524a71cbe752e3f8f0dd5180c1

Observation e70aef98-63f5-419e-ad3a-f21e055afc42 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 51

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no resolver link, observed 2026-08-15T17:31:13.287275Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.287275Z digest=sha256:548b9b9ee96b903e5867b84479fdd4cfa5bc1351e4d29da1b8cd27e5bbb5f49a

Observation aa821438-690d-45bf-8054-156466c980a4 · outbound

This paper cites garbage in, garbage out,.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction garbage in, garbage out,

Reference 52

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no resolver link, observed 2026-08-15T17:31:13.292239Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.292239Z digest=sha256:b901b94a0886b392261644874ba6b0bde8c8eef89c87d03dc5e1819e3bae54c0

Observation 3c2bd199-99bc-4288-96b6-5c86b7a1d0ab · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 53

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no resolver link, observed 2026-08-15T17:31:13.297228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.297228Z digest=sha256:0b1ac52d3766d810f2de4f57a930ede8a7ab50166bb1de85ff1e8381d31d232e

Observation fabee5a3-641c-40c5-ba64-f9aab250c7e9 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 54

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no resolver link, observed 2026-08-15T17:31:13.301909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.301909Z digest=sha256:15954e6cde274400cf5213cf259c298d0bfe781b24aac1ffedf95128f3fba4d4

Observation eb60427c-bdb4-4b2e-8433-843d3c985325 · outbound

This paper cites national security threat.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction national security threat

Reference 55

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no resolver link, observed 2026-08-15T17:31:13.306396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.306396Z digest=sha256:997a27fed4b18e71d24def9250d7e347fa8ad638f9a08d917802def388641127

Observation fe5ae9da-07cb-4e31-b057-d85b99b6fcda · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 56

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no resolver link, observed 2026-08-15T17:31:13.311277Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.311277Z digest=sha256:f17b1e38dc1ce062b6d55584afca4018335e5a8fbde8564b752cf070c167a33e

Observation fe5a9f18-51e8-4f46-b667-a00c554b9a7e · outbound

This paper cites Such large-scale protests carry a high risk of violence.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Such large-scale protests carry a high risk of violence

Reference 57

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no resolver link, observed 2026-08-15T17:31:13.316073Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.316073Z digest=sha256:5f17e98de02fcf289d28648f60dad5b705d939beaea24ef4e4c8d819924b74ee

Observation 30d2283b-c30c-4348-8644-18658c9da1e4 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 58

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no resolver link, observed 2026-08-15T17:31:13.321343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.321343Z digest=sha256:050b5b603e1f953c55abe92f3946d6776d0c01ab92953c1ff7e1ded5ba7ef0cc

Observation 41d68e04-a62d-46eb-aa42-251faa3beb79 · outbound

This paper cites Expert analysis points out that there are fundamental differences between these riots and the 1992 Los Angeles riots.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Expert analysis points out that there are fundamental differences between these riots and the 1992 Los Angeles riots

Reference 59

Resolution
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no resolver link, observed 2026-08-15T17:31:13.325762Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.325762Z digest=sha256:4f2c4fc384799608534d1535cb76faaa07778d14422101685c130b24535b812a

Observation 35ec77a6-80ab-45e4-8293-84a65c6cfff2 · outbound

This paper cites This prediction is based on the current relatively stable death toll trend and the likely scale of conflicts.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction This prediction is based on the current relatively stable death toll trend and the likely scale of conflicts

Reference 60

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no resolver link, observed 2026-08-15T17:31:13.330133Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.330133Z digest=sha256:2570114b065868d8cee6e552bf20bee5ec290286b89c1301975a14d224da7c9b

Observation 55e2af5e-8b07-43c4-b1e0-202a8b561190 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 61

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no resolver link, observed 2026-08-15T17:31:13.334516Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.334516Z digest=sha256:65e690ac6ba6f6a37a17a5b3dcab39eb40d2447fe35003f59849dc1bef180483

Observation 97491c14-4151-48a7-a077-0f498a5b0101 · outbound

This paper cites However, given the current military deployment and law enforcement capabilities, the possibility of this happening is relatively low.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction However, given the current military deployment and law enforcement capabilities, the possibility of this happening is relatively low

Reference 62

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no resolver link, observed 2026-08-15T17:31:13.339088Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-15T17:31:13.339088Z digest=sha256:943a8380e16849b314a1b6ed0513f3346a99c71f6475bd1efa4ec596056fbbba

Observation 866a9025-ebb2-4791-ab78-33d2f3f3fdcf · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 63

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no resolver link, observed 2026-08-15T17:31:13.343504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.343504Z digest=sha256:69d668c08dc3df60223d42529f9b52d024e94c7da2fd7faad9ee9ace7045ba00

Observation 009d78aa-cecc-4c0b-9bb5-9fd16a2ffb1d · outbound

This paper cites 3.Impact of sudden events: Unexpected incidents, such as the July 18 explosion, could cause a sudden increase in the death toll.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction 3.Impact of sudden events: Unexpected incidents, such as the July 18 explosion, could cause a sudden increase in the death toll

Reference 64

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no resolver link, observed 2026-08-15T17:31:13.347896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.347896Z digest=sha256:96c32edded4ae0b5e757395090487b7967eedf49777a2877bc4d892f7d8ef2d9

Observation e58bcca7-f663-4ef2-bf09-560a5eb70d21 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 65

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unresolved
no resolver link, observed 2026-08-15T17:31:13.352767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.352767Z digest=sha256:d4175c7c28a62e0ef91eb2b1b5b1319abba624d6b313c00bee30496182f31ad8

Observation 74712de4-f950-4307-a621-ebab28ad3aee · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 66

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no resolver link, observed 2026-08-15T17:31:13.357253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.357253Z digest=sha256:b8d14da1aea3c405a10d0ad1d3cc12af6af97d95fb9eb8f3f7c0f7178dabfced

Observation 1452907f-ca67-469a-a2a2-36fde3fdfe0e · outbound

This paper cites The outcome be $4400 B.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction The outcome be $4400 B

Reference 67

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unresolved
no resolver link, observed 2026-08-15T17:31:13.361620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.361620Z digest=sha256:59975b502b676c36da83451333057bce59d9f3c672ef878977af2d0b70b57ae8

Observation 87e6190a-a8c5-4c54-a0e4-adae58556e30 · outbound

This paper cites Facts given in the task • The event to be predicted concerns the price of Ethereum (ETH) during the week of July 21-27, 2025, with reference time around 2025-07-28T04:00:00Z.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task • The event to be predicted concerns the price of Ethereum (ETH) during the week of July 21-27, 2025, with reference time around 2025-07-28T04:00:00Z

Reference 68

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unresolved
no resolver link, observed 2026-08-15T17:31:13.365900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:31:13.365900Z digest=sha256:c3368321648c6617ab40099baf36d280eca79dab585863dec5893d668e70c680

Observation bd81b2e7-0c6e-4880-ab9a-b52a7b2a244f · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:15.003391Z

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.

source=pdf_text observed=2026-08-15T17:31:13.370420Z digest=sha256:9a8df253545c4007c9d38fd5dedfa22381cde2075956525db5d4f1715eb818f2

Observation 15311de4-5105-4e84-8319-5c80fd0e8420 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.989248Z

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.

source=pdf_text observed=2026-08-15T17:31:13.374984Z digest=sha256:58bc1547885a6b2fefbcabdb683e70509fa1df768c2102cfffd0e30387ee580b

Observation a0c87a0f-8194-4823-beac-2b541fa2d808 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.975454Z

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.

source=pdf_text observed=2026-08-15T17:31:13.379255Z digest=sha256:33f056f042587758e4ed3705f18f2845f4269922b11f719aa3650ec15210dac4

Observation 63e4ec1e-f04d-4f36-9b07-e5e5889b0cd5 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.961745Z

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.

source=pdf_text observed=2026-08-15T17:31:13.383542Z digest=sha256:a56f137ae287cd7d806cd3bb1154c2c4e9f6c4f48574ba0e447b450ad81d4012

Observation b2796fe9-95d3-4bf7-8f63-5b60f06631f3 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.947774Z

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.

source=pdf_text observed=2026-08-15T17:31:13.387907Z digest=sha256:c6a3ac8b1ab4d08b523fd4c011c0ac0694801c06e02daa9d9270d18a67a86376

Observation 161809d5-c3fa-4e2d-ae26-84dbd87486f6 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.932686Z

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.

source=pdf_text observed=2026-08-15T17:31:13.392482Z digest=sha256:2f6959ef650cde2548294dd26fe3ca8090d2e455730c75532e738b79d13d4fb2

Observation fd7caa45-fc5c-434a-86a1-7bedec5406e8 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.918941Z

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.

source=pdf_text observed=2026-08-15T17:31:13.396854Z digest=sha256:edbf623c4fb8ed720829b650ecf90ca45dbdacc6f00d8c74121c7dac2f247f6f

Observation 8336dcf8-000c-4de9-8d38-c1d4d9cebe3a · outbound

This paper cites 42 Gemini-2.5-pro.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction 42 Gemini-2.5-pro

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.904379Z

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.

source=pdf_text observed=2026-08-15T17:31:13.402133Z digest=sha256:a8feda691ac762eb8759f16efb1886ec6167bee31d0b3e4cbe9d7a06c1c19026

Observation df9ff1d1-7da4-4078-9d60-c41c504810d7 · outbound

This paper cites Facts given in the task •Asset to Predict:Ethereum (ETH).

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •Asset to Predict:Ethereum (ETH)

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.888827Z

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.

source=pdf_text observed=2026-08-15T17:31:13.406678Z digest=sha256:3e767cb4f69782121e5959d06f43d6b94eb218e161b6c73d00f5a469c8dc134f

Observation 291d647e-c743-4212-bd43-7915bcc31df5 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.874271Z

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.

source=pdf_text observed=2026-08-15T17:31:13.411078Z digest=sha256:414977f39abb3974f9e5dd0c9e34f6e0ad3e8c06d279aa6685da5de4d6995717

Observation c12f337a-5e3e-4aa2-8c93-bc8cd111451f · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.860123Z

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.

source=pdf_text observed=2026-08-15T17:31:13.415629Z digest=sha256:df6cbb0a9b748efdbfa1ecf79cbc1357ca719ade922535f82ec639cfb0f7839d

Observation a4d99c5d-736d-4acb-910f-cf643af46602 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.845814Z

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.

source=pdf_text observed=2026-08-15T17:31:13.420129Z digest=sha256:5338b35900108278332bb77e50cc25859da201f0a8078bcdf8b5ff2ed4469f81

Observation dc8d5b37-85b4-4038-ad43-ed8ed9dfa4ca · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.831522Z

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.

source=pdf_text observed=2026-08-15T17:31:13.424410Z digest=sha256:2762508a89a3fe02c9330fc338619f4d353bffad0a91f41ab9d879e578936183

Observation fcf0e367-49b1-4a41-ba3b-ac4ec2b97c39 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.816862Z

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.

source=pdf_text observed=2026-08-15T17:31:13.428992Z digest=sha256:ba56c9afe3d2b49943dfa151ad6c36f3e89a2cd62bd97fdc62ca7c091e0ca818

Observation ffb2ea24-33f8-4f24-ae0d-a3001bafa800 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.802772Z

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.

source=pdf_text observed=2026-08-15T17:31:13.433376Z digest=sha256:4c1815644f2b1d99e14842eeac6250938f188f987678ed96aaa6f86bb1411982

Observation c1dbb9cb-4f35-4f78-a560-a1026226d05f · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.788685Z

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.

source=pdf_text observed=2026-08-15T17:31:13.437743Z digest=sha256:69c04727a789c1e233b7a23c9639cfa99664378aac237a257ffb69368090ddef

Observation 6f0d7a7f-6b08-4b76-a796-6916eef6c351 · outbound

This paper cites Qwen3-32B.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Qwen3-32B

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.774247Z

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.

source=pdf_text observed=2026-08-15T17:31:13.442035Z digest=sha256:4de168969b8c9b1665fad5dd1fb84b282b695f7a95cea2e5cf0f01f9db5d51aa

Observation 0fdbf1da-f88c-45c0-9561-a4648ae1461e · outbound

This paper cites Facts given in the task •The event to predict is the price of Ethereum (ETH) on July 21–27, around 2025-07-28T04:00:00Z.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •The event to predict is the price of Ethereum (ETH) on July 21–27, around 2025-07-28T04:00:00Z

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.760567Z

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.

source=pdf_text observed=2026-08-15T17:31:13.446594Z digest=sha256:670536cc8a41e60efb13fdb915115ab1edce25a43e61569e7818399574381929

Observation 2f4c58d9-1863-4c7b-9fad-959d2bf5c898 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.745951Z

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.

source=pdf_text observed=2026-08-15T17:31:13.451239Z digest=sha256:272431093c42b0f55b61f7a7cb3d8c93682081c51ace31ab2e3e0e929b8ddf0f

Observation 0a630874-a843-4293-94db-8cbd9a544a28 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.731375Z

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.

source=pdf_text observed=2026-08-15T17:31:13.455732Z digest=sha256:b013a600216a59e4f6272a27ebed310ade46208d139090361b01ad42359a6e54

Observation 2c228e12-55d6-49a7-a702-e27cd9472bc3 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 89

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.717073Z

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.

source=pdf_text observed=2026-08-15T17:31:13.459963Z digest=sha256:f290a2693dcaf31b3aba5b265bddc31c7a1dc4b364286e570d60ab89e6e36f89

Observation 334058a2-f015-47b5-9154-bd6185337db6 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.699578Z

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.

source=pdf_text observed=2026-08-15T17:31:13.464640Z digest=sha256:df7125a1409967348f403137ec806939e1e74c135695bccd27158a9ee9a3af9b

Observation c89961d0-44db-4f33-99cc-7da27db35764 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.685211Z

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.

source=pdf_text observed=2026-08-15T17:31:13.469021Z digest=sha256:3712119501b5065e0457a1d275797df9935aa17d5433a50d50005e7d4b0cb957

Observation dce13aa0-8524-4194-913a-5ac3586e4132 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 92

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.671242Z

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.

source=pdf_text observed=2026-08-15T17:31:13.473187Z digest=sha256:1b1194d475c716df56cd76121ac9228b34c30006523cd6f338443792cba0f47b

Observation de2d2a2d-ecde-41d2-9b4d-c0c69a6c884a · outbound

This paper cites Deepseek-V3.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Deepseek-V3

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.657294Z

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.

source=pdf_text observed=2026-08-15T17:31:13.477354Z digest=sha256:25bb56e9966fd785a90540be0107730b27717a754ce2458ae9fa6151827cf6ff

Observation 1d5c67b0-5cc9-462b-87c6-227198f98191 · outbound

This paper cites Facts given in the task •The event to predict is the price of Ethereum (ETH) between July 21–27, 2025.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Facts given in the task •The event to predict is the price of Ethereum (ETH) between July 21–27, 2025

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.642475Z

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.

source=pdf_text observed=2026-08-15T17:31:13.481560Z digest=sha256:daf5de3d4479db6e2da780086a28b1456a0d3643171a875e97c60675db186eea

Observation 4aa41563-9a84-4d62-bca5-db5ffc53850d · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 95

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.627270Z

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.

source=pdf_text observed=2026-08-15T17:31:13.486055Z digest=sha256:5e6460c7b81f17dba89f9a768866bc66e442b3490996a50544ad8f4dc0baf488

Observation 0adfdabc-b8ad-433a-8bbe-2cabd1c14006 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 96

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.612729Z

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.

source=pdf_text observed=2026-08-15T17:31:13.490490Z digest=sha256:0fb375ab0c0859ac37027b83cc04527e1c227c80b151034d0aa2892419546a38

Observation bfacc286-de84-454a-85fa-311897c468ff · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 97

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.598548Z

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.

source=pdf_text observed=2026-08-15T17:31:13.494927Z digest=sha256:7d11f0a16053bb2f5c9450e8245eacd4ca1b18d57838a3d3df9c2fbc09c6beb5

Observation 1df13b53-74d7-4ce7-92e1-acd5724afb3b · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.584200Z

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.

source=pdf_text observed=2026-08-15T17:31:13.499555Z digest=sha256:87ab4dba0bfbd5dc9a4f5913d2630cd736828dcdfda2d961f8590fb90e60cb0f

Observation 01e55be7-9586-4704-8039-8fd4e92c2f50 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 99

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.570150Z

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.

source=pdf_text observed=2026-08-15T17:31:13.504125Z digest=sha256:08fa5ed65274c9cd27914b750d78ad1415d36df49c9b0b62e5453fd27eadbcbb

Observation c7c744a2-24ea-4cb2-a54b-5fb286f21f93 · outbound

This paper cites an unresolved cited work.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction Unresolved cited work

Reference 100

Resolution
unresolved
raw_fallback, observed 2026-08-15T17:31:14.555747Z

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.

source=pdf_text observed=2026-08-15T17:31:13.508610Z digest=sha256:f7dab654c3fca18e5c17498f0d18ae6fc62a098b5b664a701b008486f27d3dde

Observation 1e0a6982-0c61-4e84-a9da-8e54c34b214f · outbound

This paper cites B,C,D,E GPT-4o-mini.

FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction B,C,D,E GPT-4o-mini

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:31:14.540620Z

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.

source=pdf_text observed=2026-08-15T17:31:13.513076Z digest=sha256:2d377b1501a89f90f70467e41767ffad7744d98759af4c4c1d76318a671cc097

Pith citing papers

Observation 2c6923c7-26be-4d64-987e-d9bbd48a801e · inbound

CryptoBench: A Dynamic Benchmark for Expert-Level Evaluation of LLM Agents in Cryptocurrency cites this paper.

CryptoBench: A Dynamic Benchmark for Expert-Level Evaluation of LLM Agents in Cryptocurrency FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-21T19:04:19.002830Z

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.

source=pdf_text observed=2026-05-21T19:04:07.564999Z digest=sha256:8998404a550ba8f700d093af6cb0650269e2b8ddc8565bbed78864003c093bc0

Observation 9423e84a-2c86-49ad-8a40-bf144231d01e · inbound

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs cites this paper.

FutureOmni: Evaluating Future Forecasting from Omni-Modal Context for Multimodal LLMs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-03T09:30:02.970530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T09:30:02.970530Z digest=sha256:b2da889445be1e283aadb502c3a5c62cd85b33328a292d85014c89d3f4b9296a

Observation 196c64bf-89fb-413e-b28c-2b56b81bc7d9 · inbound

AlphaForgeBench: Benchmarking End-to-End Trading Strategy Design with Large Language Models cites this paper.

AlphaForgeBench: Benchmarking End-to-End Trading Strategy Design with Large Language Models FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-03T02:44:07.502114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:44:07.502114Z digest=sha256:68238b69ae2a966950ca65f66dabb5a632a913d493ef6845c5fa984444f44eea

Observation 4086e844-9e3c-4fcb-a18a-802f58fa529d · inbound

Can Large Language Models Derive New Knowledge? A Dynamic Benchmark for Biological Knowledge Discovery cites this paper.

Can Large Language Models Derive New Knowledge? A Dynamic Benchmark for Biological Knowledge Discovery FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-03T02:57:48.014062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T02:57:48.014062Z digest=sha256:e91c5903c9fe5fe904bdb3d130d083b0be6ff3f429f8d2d015f4ef310e5d0272

Observation 1ed7b871-1ccc-472f-a463-cf997e854763 · inbound

PolyBench: Benchmarking LLM Forecasting and Trading Capabilities on Live Prediction Market Data cites this paper.

PolyBench: Benchmarking LLM Forecasting and Trading Capabilities on Live Prediction Market Data FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-13T19:18:09.288034Z

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.

source=pdf_text observed=2026-05-13T19:17:22.608745Z digest=sha256:d98c2a3513ff5a2ed4d5d5eaa00078c8d3818d1f2057084aa110321bf24a8994

Observation 48732151-1919-4c5f-8780-dd801c8c8892 · inbound

Harnessing Pre-Resolution Signals for Future Prediction Agents cites this paper.

Harnessing Pre-Resolution Signals for Future Prediction Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T09:03:25.199111Z

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.

source=pdf_text observed=2026-05-10T09:01:03.441166Z digest=sha256:d9fe7ed4dc0681337a79dbab3733b159a7839fe9894d20456112b0def3318066

Observation 556baddc-4576-4710-9977-bf4e6dec3c1d · inbound

Harnessing Pre-Resolution Signals for Future Prediction Agents cites this paper.

Harnessing Pre-Resolution Signals for Future Prediction Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 13

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:00:56.119896Z

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.

source=pdf_text observed=2026-05-11T02:01:05.101225Z digest=sha256:64522cd731a3224f46bac325c8f4cd8d9768717fb9979fb83715e8449b50ec9b

Observation d91d3864-7724-4c92-a51f-c4df51d6db85 · inbound

Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs cites this paper.

Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 49

Resolution
verified exact
arxiv_id, observed 2026-05-11T12:06:01.774340Z

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.

source=arxiv_source observed=2026-05-10T04:14:17.395227Z digest=sha256:a252bb5f0368ff763e28baedbd3a5998498108c824dd88b9df47438016499871

Observation 62d6fa52-153a-4b9f-a7e6-ed961892fe05 · inbound

Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs cites this paper.

Agentic Forecasting using Sequential Bayesian Updating of Linguistic Beliefs FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 49

Resolution
unresolved
no resolver link, observed 2026-07-14T19:33:20.775008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T19:33:20.775008Z digest=sha256:1fa41f8bb3ed18d659389757abc03fe271bf350c940f3162e16eacffc0346079

Observation 7f40aaea-1d2a-4ee3-9c25-17e7c5d5a533 · inbound

Analytica: Soft Propositional Reasoning for Robust and Scalable LLM-Driven Analysis cites this paper.

Analytica: Soft Propositional Reasoning for Robust and Scalable LLM-Driven Analysis FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 5

Resolution
malformed identifier
arxiv_id, observed 2026-05-11T19:36:13.304505Z

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.

source=pdf_text observed=2026-05-08T11:35:36.472216Z digest=sha256:61127dcd54eae509b740380a0dea211c9d143a547c79ed25912b12fe7aa9d8ff

Observation 955955d4-8963-4547-b622-7ae398e2a2f3 · inbound

LATTICE: Evaluating Decision Support Utility of Crypto Agents cites this paper.

LATTICE: Evaluating Decision Support Utility of Crypto Agents FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-12T08:56:25.143219Z

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.

source=pdf_text observed=2026-05-07T13:30:46.523784Z digest=sha256:1563b001dc14744f5a4d2e51e6a9f04470c8284d42b1c251ab477ab1ded278c1

Observation 8db14471-a901-48f8-9ca3-f91bbcee7cea · inbound

KellyBench: A Benchmark for Long-Horizon Sequential Decision Making cites this paper.

KellyBench: A Benchmark for Long-Horizon Sequential Decision Making FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-05-09T05:05:11.975393Z

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.

source=pdf_text observed=2026-05-07T05:45:38.267125Z digest=sha256:46ae95d469f4a6fccd73018de29394f40458774a0dba065b2d009a37444568b9

Observation 9c033e61-f46c-49ea-9e12-1086b2fcf378 · inbound

OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking cites this paper.

OracleProto: A Reproducible Framework for Benchmarking LLM Native Forecasting via Knowledge Cutoff and Temporal Masking FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T23:41:16.903338Z

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.

source=pdf_text observed=2026-05-07T16:29:51.187292Z digest=sha256:2d62ac03d7916536327b7616814f9df0b106b6fb14c27c6b57550d2fd0bad0c8

Observation c05e631b-632c-4b40-a531-c32f67559898 · inbound

Scientific reasoning does not reliably translate into scientific forecasting in frontier AI cites this paper.

Scientific reasoning does not reliably translate into scientific forecasting in frontier AI FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-05-22T05:21:07.417427Z

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.

source=pdf_text observed=2026-05-22T05:18:15.358571Z digest=sha256:8ccf41ba2312dc13c44a1b382326c607d8060446ff529b6fcaa737255c9e72c4

Observation 072fb71f-1a39-485a-b248-f830b7ee8264 · inbound

Scientific reasoning does not reliably translate into scientific forecasting in frontier AI cites this paper.

Scientific reasoning does not reliably translate into scientific forecasting in frontier AI FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-02T13:31:44.585483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T13:31:44.585483Z digest=sha256:c7cbefb1bf98ce71db30771e79394aa9ecefa1ae7c3fca6b1ef2b2ea4189e561

Observation 678056fa-82c0-40f5-a614-ed54691b3b26 · inbound

ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment cites this paper.

ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-06-28T19:52:35.956187Z

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.

source=arxiv_source observed=2026-06-28T18:46:16.099080Z digest=sha256:d15cbbfedb3545469b4b25e74711c8191706a3d09ea66d18b64ea4105d5aaf07

Observation 8c22fc98-30b1-46c3-bb82-0facb0491dc9 · inbound

WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid Reasoning cites this paper.

WorldReasoner: Evaluating Whether Language Model Agents Forecast Events with Valid Reasoning FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-07-03T10:58:02.668078Z

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.

source=arxiv_source observed=2026-06-27T09:47:04.122464Z digest=sha256:122a8a430d0c9840d948a126a86cdc829ad542de4fbd19072c89360c62cfcb2b

Observation 0e6c6222-9efe-4c32-b7eb-4f429394aa3d · inbound

Agentic Time Machine as an Infrastructure for Future-Event Forecasting cites this paper.

Agentic Time Machine as an Infrastructure for Future-Event Forecasting FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:09:38.138934Z

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.

source=pdf_text observed=2026-06-26T14:42:29.128094Z digest=sha256:3cf44f9438cf8b85d091621d25ff26d40fa3070419cb5fb8780ff6e44b898c4d

Observation 90fd05a4-882d-4a58-b040-a52f4bdb448e · inbound

Diverse Evidence, Better Forecasts: Multi-Agent Deliberation Under Information Asymmetry cites this paper.

Diverse Evidence, Better Forecasts: Multi-Agent Deliberation Under Information Asymmetry FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 22

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:48:32.575741Z

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.

source=arxiv_source observed=2026-07-03T14:40:49.038578Z digest=sha256:75a8d12c693139b0077b0bf18cb1b74418412e7757ca1dd5bf6e57727993c05e

Observation 498f3c86-cc5f-413e-9032-7a07a0b7f324 · inbound

Decentralized Aggregation of LLM Predictions via Wagering Mechanisms cites this paper.

Decentralized Aggregation of LLM Predictions via Wagering Mechanisms FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-11T19:31:58.491532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T19:31:58.491532Z digest=sha256:6c45a55ff2f9c1f3b6eb0d025759453af32e48b4c4e0fd36fd3c66f8860789c5

Observation 7ad694f1-29a4-478e-b721-53ff65c4dce3 · inbound

SocietyBench: Forecasting Counterfactual Social-World Evolution cites this paper.

SocietyBench: Forecasting Counterfactual Social-World Evolution FutureX: An Advanced Live Benchmark for LLM Agents in Future Prediction

Reference 203

Resolution
unresolved
no resolver link, observed 2026-08-10T04:29:41.376395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T04:29:41.376395Z digest=sha256:5530d66255627e9c799d348efc16d4f3db7d5b598ab0c8d36993e44ee93a04f9