PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise | Paper Citation Record

Observation 504de7a3-c67a-47a9-8bcc-9fc7f327b4a1 · outbound

This paper cites Claude Haiku 4.5 System Card.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Claude Haiku 4.5 System Card

Reference 1

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This paper cites Claude Opus 4.7 System Card.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Claude Opus 4.7 System Card

Reference 2

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This paper cites $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise $\tau^2$-Bench: Evaluating Conversational Agents in a Dual-Control Environment

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This paper cites MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise MultiWOZ - a large-scale multi-domain Wizard-of-Oz dataset for task-oriented dialogue modelling

Reference 4

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Observation e8cba22b-efea-4878-94e8-fe83925c57f7 · outbound

This paper cites Timebench: A comprehensive evaluation of temporal reasoning abilities in large language models.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Timebench: A comprehensive evaluation of temporal reasoning abilities in large language models

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This paper cites Timer: Temporal instruction modeling and evaluation for longitudinal clinical records.npj Digital Medicine, 8(1):577, 2025.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Timer: Temporal instruction modeling and evaluation for longitudinal clinical records.npj Digital Medicine, 8(1):577, 2025

Reference 6

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Observation b4ce5431-deca-4e9f-a547-6dd8fb684c4c · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context intelligence, 2026.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Deepseek-v4: Towards highly efficient million-token context intelligence, 2026

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Observation 3cca429d-0fc0-4c08-a55c-1c4a31f629a2 · outbound

This paper cites Mind2web: Towards a generalist agent for the web.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Mind2web: Towards a generalist agent for the web

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This paper cites MultiWOZ 2.1: A consol- idated multi-domain dialogue dataset with state corrections and state tracking baselines.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise MultiWOZ 2.1: A consol- idated multi-domain dialogue dataset with state corrections and state tracking baselines

Reference 9

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This paper cites Verification of forecasts expressed in terms of probability.Monthly weather review, 78(1):1–3, 1950.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Verification of forecasts expressed in terms of probability.Monthly weather review, 78(1):1–3, 1950

Reference 10

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Observation 00a40c3e-78a1-42fe-ac92-2c25ac880ac6 · outbound

This paper cites Gemini 3 Flash Model Card.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Gemini 3 Flash Model Card

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This paper cites Gemini 3.1 Pro Model Card.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Gemini 3.1 Pro Model Card

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This paper cites Weinberger.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Weinberger

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This paper cites Multiwoz 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Multiwoz 2.3: A multi-domain task-oriented dialogue dataset enhanced with annotation corrections and co-reference annotation

Reference 14

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This paper cites Towards explainable temporal reasoning in large language models: A structure-aware generative framework.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Towards explainable temporal reasoning in large language models: A structure-aware generative framework

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Observation 08f3d5c5-c7f0-42cc-bb66-d06d2a73ae06 · outbound

This paper cites Too Polite to Disagree: Understanding Sycophancy Propagation in Multi-Agent Systems.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Too Polite to Disagree: Understanding Sycophancy Propagation in Multi-Agent Systems

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This paper cites Beyond perfect apis: A comprehensive evaluation of llm agents under real-world api complexity, 2026.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Beyond perfect apis: A comprehensive evaluation of llm agents under real-world api complexity, 2026

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Observation 2e060976-f4d5-4e0a-952c-fb79fe3dd40c · outbound

This paper cites Counterfactual-consistency prompting for relative tem- poral understanding in large language models.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Counterfactual-consistency prompting for relative tem- poral understanding in large language models

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This paper cites Open university learning analytics dataset.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Open university learning analytics dataset

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Observation 26a899b7-ad39-479d-b78e-e5d8038d5f50 · outbound

This paper cites Prefix: Understand and adapt to user preference in human-agent interaction, 2026.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Prefix: Understand and adapt to user preference in human-agent interaction, 2026

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This paper cites Ministral 3.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Ministral 3

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This paper cites ER-Reason: A Benchmark Dataset for LLM Clinical Reasoning in the Emergency Room.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise ER-Reason: A Benchmark Dataset for LLM Clinical Reasoning in the Emergency Room

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This paper cites Mistral-Small-24B-Instruct-2501.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Mistral-Small-24B-Instruct-2501

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This paper cites Time is encoded in the weights of finetuned language models.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Time is encoded in the weights of finetuned language models

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This paper cites GPT-4o mini: Advancing cost-efficient intelligence.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise GPT-4o mini: Advancing cost-efficient intelligence

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This paper cites Introducing GPT-5.4 mini and nano.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Introducing GPT-5.4 mini and nano

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This paper cites GPT-5.5 System Card.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise GPT-5.5 System Card

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This paper cites Patil, Tianjun Zhang, Xin Wang, and Joseph E.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Patil, Tianjun Zhang, Xin Wang, and Joseph E

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Gonzalez

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This paper cites LLMD: A Large Language Model for Interpreting Longitudinal Medical Records.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise LLMD: A Large Language Model for Interpreting Longitudinal Medical Records

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

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise ToolLLM: Facilitating large language models to master 16000+ real-world APIs

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Qwen3.5: Towards native multimodal agents, February 2026

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This paper cites Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset.Proceedings of the AAAI Conference on Artificial Intelligence, 34(05):8689–8696, Apr.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Towards scalable multi-domain conversational agents: The schema-guided dialogue dataset.Proceedings of the AAAI Conference on Artificial Intelligence, 34(05):8689–8696, Apr

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Appropriate reliance on ai advice: Conceptualization and the effect of explanations

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Timo: Towards better temporal reasoning for language models

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This paper cites Paladin: Self-correcting language model agents to cure tool-failure cases, 2025.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Paladin: Self-correcting language model agents to cure tool-failure cases, 2025

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This paper cites Agentnoisebench: Benchmarking robustness of tool-using llm agents under noisy condition, 2026.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Agentnoisebench: Benchmarking robustness of tool-using llm agents under noisy condition, 2026

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Butterfly effects in toolchains: A comprehensive analysis of failed parameter filling in LLM tool-agent systems

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This paper cites Reducing Tool Hallucination via Reliability Alignment.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Reducing Tool Hallucination via Reliability Alignment

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This paper cites Can Tool-augmented Large Language Models be Aware of Incomplete Conditions?.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Can Tool-augmented Large Language Models be Aware of Incomplete Conditions?

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise τ-bench: A benchmark for Tool-Agent-User interaction in real-world domains

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This paper cites MultiWOZ 2.4: A multi-domain task-oriented dialogue dataset with essential annotation corrections to improve state track- ing evaluation.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise MultiWOZ 2.4: A multi-domain task-oriented dialogue dataset with essential annotation corrections to improve state track- ing evaluation

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise MultiWOZ 2.2 : A dialogue dataset with additional annotation corrections and state tracking baselines

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This paper cites From allies to adversaries: Manipulating LLM tool-calling through adversarial injection.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise From allies to adversaries: Manipulating LLM tool-calling through adversarial injection

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise CLAMBER: A benchmark of identifying and clarifying ambiguous information needs in large language models

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This paper cites ToolBeHonest: A multi-level hallucination diagnostic benchmark for tool-augmented large language models.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise ToolBeHonest: A multi-level hallucination diagnostic benchmark for tool-augmented large language models

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise WebArena: A Realistic Web Environment for Building Autonomous Agents

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Unresolved cited work

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Unresolved cited work

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Unresolved cited work

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Unresolved cited work

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PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Unresolved cited work

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This paper cites Failure Risk: Critical.

PredAct-Bench: Benchmarking Tool-Augmented Dialogue under Controlled Tool Noise Failure Risk: Critical

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