Multi Turn Instruction Following

Skill: multi-turn-instruction-following

1. Capability Definition & Real Case

• Professional Definition: The ability to preserve, update, and correctly execute user instructions across consecutive dialogue turns, especially when later turns transform or constrain an earlier response rather than replacing it entirely.
• Dimension Hierarchy: Conversational Effectiveness->Open-ended Interaction Quality->multi-turn-instruction-following

Real Case

[Case 1]

• Initial Environment: A text-only chat session has already produced a detailed travel blog post about Hawaii. No external tools are needed, but the full earlier answer remains in the dialogue history and must be treated as binding context.
• Real Question: Rewrite your previous response. Start every sentence with the letter A.
• Real Trajectory: 1. Retrieve the immediately previous answer from dialogue history. 2. Preserve its high-level content units instead of generating a new topic. 3. Rewrite each sentence so the constraint applies globally rather than sporadically. 4. Verify that every sentence begins with the required letter before sending the response.
• Real Answer: A travel-oriented rewrite that preserves the original Hawaii content while ensuring every sentence begins with “A.”
• Why this demonstrates the capability: The user is not asking for a fresh standalone answer; the turn modifies an earlier output. Success requires carrying forward earlier semantic content, applying a new stylistic constraint globally, and avoiding drift or partial compliance.

Pipeline Execution Instructions

To synthesize data for this capability, you must strictly follow a 3-phase pipeline. Do not hallucinate steps. Read the corresponding reference file for each phase sequentially:

1. Phase 1: Environment Exploration Read the exploration guidelines to discover raw knowledge seeds: references/EXPLORATION.md

2. Phase 2: Trajectory Selection Once Phase 1 is complete, read the selection criteria to evaluate the trajectory: references/SELECTION.md

3. Phase 3: Data Synthesis Once a trajectory passes Phase 2, read the synthesis instructions to generate the final data: references/SYNTHESIS.md