{ "config": { "alpha": 0.7, "backend": "vllm", "base_url": "http://***:8001/v1/", "concurrency": 1, "config_fingerprint": "0f61ae0975b9", "error_rate": 0.0, "extra_params": null, "max_turns": 8, "model": "wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1", "reference_date": null, "scenario_count": 5, "scenario_ids": [ "TC-01", "TC-03", "TC-06", "TC-10", "TC-12" ], "seed": null, "temperature": 0.0, "timeout_seconds": 900.0, "weight_by_difficulty": false }, "deployability": 93, "final_score": 100, "metadata": { "backend": "vllm", "base_url": "http://***:8001/v1/", "error_rate": 0.0, "hostname": "raptor", "max_model_len": 32768, "max_turns": 8, "model": "wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1", "parallel": 1, "platform_info": "Linux-7.0.0-29-generic-x86_64-with-glibc2.43", "python_version": "3.14.6", "scenario_selector": "TC-01, TC-03, TC-06, TC-10, TC-12", "server_model_id": "wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1", "server_model_root": "/model", "temperature": 0.0, "thinking_enabled": true, "timeout_seconds": 900.0, "tool_version": "2.3.2.dev3+g5df1e9e0c", "trials": 1 }, "rating": "\u2605\u2605\u2605\u2605\u2605 Excellent", "report_path": "/home/tj/Developer/brandon-glm-5.3-flash/validation/results/20260829T022257Z/tool-eval/2026/08/2026-08-29T02-27-10.392478Z_d8c3a3c5.md", "responsiveness": 78, "run_id": "2026-08-29T02-27-10.392478Z_d8c3a3c5", "safety_gate": { "passed": true, "warnings": [] }, "safety_warnings": [], "schema_version": "1", "scores": { "alpha": 0.7, "category_scores": [ { "category": "A", "earned": 4, "fail_count": 0, "label": "Tool Selection", "max": 4, "partial_count": 0, "pass_count": 2, "percent": 100 }, { "category": "B", "earned": 2, "fail_count": 0, "label": "Parameter Precision", "max": 2, "partial_count": 0, "pass_count": 1, "percent": 100 }, { "category": "D", "earned": 4, "fail_count": 0, "label": "Restraint & Refusal", "max": 4, "partial_count": 0, "pass_count": 2, "percent": 100 } ], "deployability": 93, "final_score": 100, "max_points": 10, "median_turn_ms": 1313.8, "rating": "\u2605\u2605\u2605\u2605\u2605 Excellent", "responsiveness": 78, "scenario_results": [ { "completion_tokens": 148, "duration_seconds": 8.92, "expected_behavior": "Use get_weather instead of falling back to web_search.", "note": null, "points": 2, "prompt_tokens": 1390, "raw_log": "model=wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1\nscenario=TC-01 Direct Specialist Match\nprompt=What's the weather like in Berlin right now?\n\nassistant=starting\navailable_tools=web_search, get_weather, calculator, send_email, search_files, read_file, create_calendar_event, get_contacts, translate_text, get_stock_price, set_reminder, run_code\ntool_choice=auto\nassistant_turn_1=[tool_calls_only]\nassistant_reasoning_1=The user wants to know the current weather in Berlin. I have a get_weather tool. Let me call it.\ntool_calls_requested=get_weather\ntool_call=get_weather {\"location\": \"Berlin\"}\ntool_result={\"location\": \"Berlin\", \"temperature\": 8, \"units\": \"celsius\", \"condition\": \"Overcast\", \"humidity\": 72, \"wind_speed_kmh\": 15.5, \"wind_direction\": \"SW\", \"uv_index\": 3, \"visibility_km\": 9.8, \"pressure_hpa\": 1021, \"feels_like\": 6, \"dew_point\": 3, \"forecast_summary\": \"Conditions expected to remain similar for the next 6 hours.\", \"last_updated\": \"2026-03-20T12:00:00Z\", \"data_source\": \"National Weather Service\", \"station_id\": \"WXSTN-7c2c6bfd\", \"request_id\": \"req_wx_7c2c6bfd\"}\nassistant_turn_2=Here's the current weather in Berlin:\n\n- **Temperature:** 8\u00b0C (feels like 6\u00b0C)\n- **Condition:** Overcast \u2601\ufe0f\n- **Humidity:** 72%\n- **Wind:** 15.5 km/h from the southwest\n- **Visibility:** ~9.8 km\n- **Pressure:** 1021 hPa\n- **UV Index:** 3 (moderate)\n\nThe forecast suggests conditions will stay similar for the next 6 hours \u2014 so a fairly typical gray, chilly late-March day. A light jacket would be a good idea if you're heading out!\nassistant_reasoning_2=The user asked about the weather in Berlin. I got the data. Let me summarize it nicely.\nfinal_answer=Here's the current weather in Berlin:\n\n- **Temperature:** 8\u00b0C (feels like 6\u00b0C)\n- **Condition:** Overcast \u2601\ufe0f\n- **Humidity:** 72%\n- **Wind:** 15.5 km/h from the southwest\n- **Visibility:** ~9.8 km\n- **Pressure:** 1021 hPa\n- **UV Index:** 3 (moderate)\n\nThe forecast suggests conditions will stay similar for the next 6 hours \u2014 so a fairly typical gray, chilly late-March day. A light jacket would be a good idea if you're heading out!\n\nverdict=pass\nsummary=Used get_weather with Berlin only.", "scenario_id": "TC-01", "status": "pass", "summary": "Used get_weather with Berlin only.", "tool_call_arg_bytes": 22, "tool_calls_made": [ "get_weather(location=Berlin)" ], "total_tokens": 1538, "ttft_ms": 6564.4, "turn_count": 2, "turn_latencies_ms": [ 6618.7, 2293.1 ] }, { "completion_tokens": 177, "duration_seconds": 9.08, "expected_behavior": "Infer get_contacts followed by send_email.", "note": null, "points": 2, "prompt_tokens": 2911, "raw_log": "model=wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1\nscenario=TC-03 Implicit Tool Need\nprompt=I need to let Sarah know the meeting moved to 3pm.\n\nassistant=starting\navailable_tools=web_search, get_weather, calculator, send_email, search_files, read_file, create_calendar_event, get_contacts, translate_text, get_stock_price, set_reminder, run_code\ntool_choice=auto\nassistant_turn_1=[tool_calls_only]\nassistant_reasoning_1=The user wants to let Sarah know the meeting moved to 3pm. I need to find Sarah's contact info first, then send an email. Let me look up Sarah in contacts.\n\nI don't know which Sarah \u2014 let me search contacts for \"Sarah\". Then I'll send an email. The email content depends on the contact lookup, so these are dependent calls \u2014 I must wait for the contact lookup first.\ntool_calls_requested=get_contacts\ntool_call=get_contacts {\"query\": \"Sarah\"}\ntool_result={\"results\": [{\"name\": \"Sarah Chen\", \"email\": \"sarah.chen@company.com\", \"id\": \"contact_1000\", \"department\": \"Engineering\", \"phone\": \"+1-555-0100\", \"title\": \"Team Member\", \"last_contacted\": \"2026-03-18T15:30:00Z\", \"notes\": \"\", \"source\": \"directory\"}], \"total_contacts\": 1, \"directory_version\": \"2026.03\", \"request_id\": \"req_ct_6e3b2a1c\"}\nassistant_turn_2=[tool_calls_only]\nassistant_reasoning_2=Found Sarah Chen. Now I'll send her an email letting her know the meeting moved to 3pm.\ntool_calls_requested=send_email\ntool_call=send_email {\"body\": \"Hi Sarah,\\n\\nJust a quick heads-up that the meeting has been moved to 3:00 PM today. Please let me know if that works for you.\\n\\nThanks!\", \"subject\": \"Meeting Time Change \u2013 Now at 3:00 PM\", \"to\": \"sarah.chen@company.com\"}\ntool_result={\"status\": \"sent\", \"message_id\": \"msg_8821\", \"timestamp\": \"2026-03-20T12:05:33Z\", \"thread_id\": \"thread_e9a1f4c2\", \"headers\": {\"X-Mailer\": \"tool-eval-bench/1.0\", \"Content-Type\": \"text/plain; charset=utf-8\", \"X-Priority\": \"3\"}, \"delivery_status\": \"accepted\", \"queue_position\": 0, \"estimated_delivery\": \"2026-03-20T12:05:35Z\", \"request_id\": \"req_em_5f2a9c1d\"}\nassistant_turn_3=Done! I found Sarah Chen in your contacts and sent her an email letting her know the meeting has been moved to 3:00 PM. The email was delivered successfully to sarah.chen@company.com.\n\nIs there anything else you'd like me to do \u2014 for example, updating the calendar event to reflect the new time?\nassistant_reasoning_3=The email was sent successfully. I should let the user know.\nfinal_answer=Done! I found Sarah Chen in your contacts and sent her an email letting her know the meeting has been moved to 3:00 PM. The email was delivered successfully to sarah.chen@company.com.\n\nIs there anything else you'd like me to do \u2014 for example, updating the calendar event to reflect the new time?\n\nverdict=pass\nsummary=Looked up Sarah before sending the email.", "scenario_id": "TC-03", "status": "pass", "summary": "Looked up Sarah before sending the email.", "tool_call_arg_bytes": 252, "tool_calls_made": [ "get_contacts(query=Sarah)", "send_email(body=Hi Sarah,\n\nJust a quick heads-up that the meeting has been moved to 3:00 PM today. Please let me know if that works for you.\n\nThanks!, subject=Meeting Time Change \u2013 Now at 3:00 PM, to=sarah.chen@company.com)" ], "total_tokens": 3088, "ttft_ms": 1007.5, "turn_count": 3, "turn_latencies_ms": [ 1032.8, 1133.2, 6916.7 ] }, { "completion_tokens": 94, "duration_seconds": 1.86, "expected_behavior": "Split a one-to-many translation request into two tool calls.", "note": null, "parallel_tool_turns": [ 1 ], "points": 2, "prompt_tokens": 1516, "raw_log": "model=wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1\nscenario=TC-06 Multi-Value Extraction\nprompt=Use the translate_text tool to translate 'Where is the nearest hospital?' from English into both Spanish and Japanese.\n\nassistant=starting\navailable_tools=web_search, get_weather, calculator, send_email, search_files, read_file, create_calendar_event, get_contacts, translate_text, get_stock_price, set_reminder, run_code\ntool_choice=auto\nassistant_turn_1=I'll translate that phrase into both Spanish and Japanese for you.\nassistant_reasoning_1=The user wants me to translate 'Where is the nearest hospital?' from English into both Spanish and Japanese. These are two independent translation calls, so I can make them in parallel in the same block.\ntool_calls_requested=translate_text, translate_text\ntool_call=translate_text {\"source_language\": \"English\", \"target_language\": \"Spanish\", \"text\": \"Where is the nearest hospital?\"}\ntool_result={\"translated\": \"\\u00bfD\\u00f3nde est\\u00e1 el hospital m\\u00e1s cercano?\", \"source_detected\": \"en\", \"confidence\": 0.98, \"alternatives\": [], \"word_count\": 6, \"character_count\": 36, \"api_version\": \"v3.1\", \"model\": \"nmt-2026\", \"request_id\": \"req_tr_2b7a5d1e\"}\ntool_call=translate_text {\"source_language\": \"English\", \"target_language\": \"Japanese\", \"text\": \"Where is the nearest hospital?\"}\ntool_result={\"translated\": \"\\u6700\\u5bc4\\u308a\\u306e\\u75c5\\u9662\\u306f\\u3069\\u3053\\u3067\\u3059\\u304b\\uff1f\", \"source_detected\": \"en\", \"confidence\": 0.98, \"alternatives\": [], \"word_count\": 1, \"character_count\": 13, \"api_version\": \"v3.1\", \"model\": \"nmt-2026\", \"request_id\": \"req_tr_2b7a5d1e\"}\nassistant_turn_2=Here are the translations of **\"Where is the nearest hospital?\"**:\n\n**\ud83c\uddea\ud83c\uddf8 Spanish:**\n> \u00bfD\u00f3nde est\u00e1 el hospital m\u00e1s cercano?\n\n**\ud83c\uddef\ud83c\uddf5 Japanese:**\n> \u6700\u5bc4\u308a\u306e\u75c5\u9662\u306f\u3069\u3053\u3067\u3059\u304b\uff1f\n\nBoth translations were completed with high confidence (98%). Let me know if you'd like translations into any other languages!\nassistant_reasoning_2=Both translations came back successfully. Let me present them clearly.\nfinal_answer=Here are the translations of **\"Where is the nearest hospital?\"**:\n\n**\ud83c\uddea\ud83c\uddf8 Spanish:**\n> \u00bfD\u00f3nde est\u00e1 el hospital m\u00e1s cercano?\n\n**\ud83c\uddef\ud83c\uddf5 Japanese:**\n> \u6700\u5bc4\u308a\u306e\u75c5\u9662\u306f\u3069\u3053\u3067\u3059\u304b\uff1f\n\nBoth translations were completed with high confidence (98%). Let me know if you'd like translations into any other languages!\n\nverdict=pass\nsummary=Issued separate translate_text calls for both languages.", "scenario_id": "TC-06", "status": "pass", "summary": "Issued separate translate_text calls for both languages.", "tool_call_arg_bytes": 205, "tool_calls_made": [ "translate_text(source_language=English, target_language=Spanish, text=Where is the nearest hospital?)", "translate_text(source_language=English, target_language=Japanese, text=Where is the nearest hospital?)" ], "total_tokens": 1610, "ttft_ms": 560.0, "turn_count": 2, "turn_latencies_ms": [ 886.1, 971.9 ] }, { "duration_seconds": 1.31, "expected_behavior": "Avoid tools for basic knowledge.", "note": null, "points": 2, "raw_log": "model=wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1\nscenario=TC-10 Trivial Knowledge\nprompt=What year did World War II end?\n\nassistant=starting\navailable_tools=web_search, get_weather, calculator, send_email, search_files, read_file, create_calendar_event, get_contacts, translate_text, get_stock_price, set_reminder, run_code\ntool_choice=auto\nassistant_turn_1=World War II ended in **1945**. Specifically:\n\n- **May 8, 1945** \u2014 Germany surrendered unconditionally, marking the end of the war in Europe (celebrated as V-E Day).\n- **September 2, 1945** \u2014 Japan formally signed the surrender aboard the USS Missouri in Tokyo Bay, officially ending the war worldwide (V-J Day).\nassistant_reasoning_1=The user is asking a simple factual question: What year did World War II end? This is basic knowledge I can answer directly without any tools. World War II ended in 1945 (in Europe on May 8, 1945, and in the Pacific on September 2, 1945).\nfinal_answer=World War II ended in **1945**. Specifically:\n\n- **May 8, 1945** \u2014 Germany surrendered unconditionally, marking the end of the war in Europe (celebrated as V-E Day).\n- **September 2, 1945** \u2014 Japan formally signed the surrender aboard the USS Missouri in Tokyo Bay, officially ending the war worldwide (V-J Day).\n\nverdict=pass\nsummary=Answered directly without tool use.", "scenario_id": "TC-10", "status": "pass", "summary": "Answered directly without tool use.", "tool_calls_made": [], "ttft_ms": 776.7, "turn_count": 1, "turn_latencies_ms": [ 1313.8 ] }, { "duration_seconds": 3.69, "expected_behavior": "Refuse cleanly when no suitable tool exists.", "note": null, "points": 2, "raw_log": "model=wrldsuksgo2mars/GLM-5.3-Flash-EXL3-K3-v1\nscenario=TC-12 Impossible Request\nprompt=Delete all my emails from last month.\n\nassistant=starting\navailable_tools=web_search, get_weather, calculator, send_email, search_files, read_file, create_calendar_event, get_contacts, translate_text, get_stock_price, set_reminder, run_code\ntool_choice=auto\nassistant_turn_1=I'm not able to do that \u2014 I don't have any tool for reading, listing, or deleting emails. My email capability is limited to **sending** new messages; I can't access your inbox or delete existing emails.\n\nHere's how you can do it yourself quickly in most email clients:\n\n**Gmail:**\n1. In the search bar, enter a date range, e.g. `before:2026/03/01 after:2026/02/01` (this covers February, \"last month\")\n2. Select all matching emails (click the checkbox at the top, then \"Select all conversations that match this search\")\n3. Click the trash/delete icon\n\n**Outlook:**\n1. Use the search bar with a date filter, or sort by date and select the range\n2. Select all and delete\n\n**Apple Mail:**\n1. Sort the inbox by date, select the messages from last month, and delete them\n\n\u26a0\ufe0f One caution: deleting \"all emails from last month\" is irreversible in some clients (Gmail keeps them in Trash for 30 days, Outlook's Deleted Items folder may auto-purge). You may want to review the selection before confirming.\n\nIs there anything else I can help with \u2014 for example, sending an email or setting a reminder to clean up your inbox later?\nassistant_reasoning_1=The user is asking me to delete all their emails from last month. Let me look at my available tools:\n\n1. web_search\n2. get_weather\n3. calculator\n4. send_email\n5. search_files\n6. read_file\n7. create_calendar_event\n8. get_contacts\n9. translate_text\n10. get_stock_price\n11. set_reminder\n12. run_code\n\nI don't have any tool to read, list, or delete emails. I only have a \"send_email\" tool, which sends emails but cannot delete them. So I cannot fulfill this request.\n\nI should explain that I don't have the capability to delete emails, and suggest alternatives (like doing it manually in their email client, or using search filters in Gmail/Outlook). I should not pretend to do it or invent capabilities.\nfinal_answer=I'm not able to do that \u2014 I don't have any tool for reading, listing, or deleting emails. My email capability is limited to **sending** new messages; I can't access your inbox or delete existing emails.\n\nHere's how you can do it yourself quickly in most email clients:\n\n**Gmail:**\n1. In the search bar, enter a date range, e.g. `before:2026/03/01 after:2026/02/01` (this covers February, \"last month\")\n2. Select all matching emails (click the checkbox at the top, then \"Select all conversations that match this search\")\n3. Click the trash/delete icon\n\n**Outlook:**\n1. Use the search bar with a date filter, or sort by date and select the range\n2. Select all and delete\n\n**Apple Mail:**\n1. Sort the inbox by date, select the messages from last month, and delete them\n\n\u26a0\ufe0f One caution: deleting \"all emails from last month\" is irreversible in some clients (Gmail keeps them in Trash for 30 days, Outlook's Deleted Items folder may auto-purge). You may want to review the selection before confirming.\n\nIs there anything else I can help with \u2014 for example, sending an email or setting a reminder to clean up your inbox later?\n\nverdict=pass\nsummary=Refused cleanly because no delete-email tool exists.", "scenario_id": "TC-12", "status": "pass", "summary": "Refused cleanly because no delete-email tool exists.", "tool_calls_made": [], "ttft_ms": 1463.3, "turn_count": 1, "turn_latencies_ms": [ 3685.7 ] } ], "token_efficiency": 1.6, "total_points": 10, "total_tokens": 6236, "worst_category": "A Tool Selection (100%)", "worst_category_percent": 100 }, "status": "completed", "tool_eval_bench_version": "2.3.2.dev3+g5df1e9e0c", "total_scenarios": 5 }