# Changelog

All notable changes to the Berkeley Function Calling Leaderboard will be documented in this file.

- [Oct 1, 2025] [#1177](https://github.com/ShishirPatil/gorilla/pull/1177): Fix ground truth for `multi_turn_base_154`.
- [Sep 27, 2025] [#1185](https://github.com/ShishirPatil/gorilla/pull/1185): Introduce the `--partial-eval` flag to the `bfcl evaluate` command, allowing partial evaluation on a subset of available test entries in the model result files.
- [Sep 17, 2025] [#1175](https://github.com/ShishirPatil/gorilla/pull/1175): Fix wrong date in ground truth for `live_simple_205-116-13`.
- [Jul 17, 2025] [#1019](https://github.com/ShishirPatil/gorilla/pull/1019): BFCL V4 release:

  1. **New agentic domain**
     - Introduces the agentic domain with two categories: Web Search and Memory Management.
     - For more information, please see our accompanying [blog posts](https://gorilla.cs.berkeley.edu/blog.html).
  2. **Revised overall-accuracy formula**

     - As single-turn tasks approach saturation, weighting now favors complex, multi-step agentic tasks.

     | Segment     | Old % |  New % |
     | ----------- | ----: | -----: |
     | Live        |    33 | **10** |
     | Non-Live    |    33 | **10** |
     | Irrelevance |     0 | **10** |
     | Multi-Turn  |    33 | **30** |
     | Agentic     |     0 | **40** |

  3. **Leaderboard / model cleanup**
     - Retires several deprecated models from the leaderboard.
     - Removes unused model handlers to improve maintainability.
  4. **Address #602**
     - `Non-Live Acc` and `Live Acc` score calculation now excludes the Irrelevance/Relevance category scores.
  5. **Resolve #1094.**
  6. **Codebase refactor**
     - Reorganizes the response-generation pipeline and related modules for easier maintenance.
     - Simplify the response-generation pipeline logic for locally-hosted models.
     - Introduce `enums.py`
  7. **Test category rename**
     The following categories have been renamed to avoid confusion. This applies to both dataset file names and leaderboard website columns.
     - `simple` --> `simple_python`
     - `java` --> `simple_java`
     - `javascript` --> `simple_javascript`
  8. **Directory layout overhaul**
     Results and scores now use a _two-level_ hierarchy:

     ```text
     result/<model>/<general_category>/<category>.json
     score/<model>/<general_category>/<category>.json
     ```

     `general_category` ∈ { **non_live**, **live**, **multi_turn**, **agentic**, **format_sensitivity** }

     • For _agentic-memory_ tasks, an extra level distinguishes the memory backend:

     ```text
     result/<model>/agentic/<memory_backend>/<category>.json
     ```

     Migrate existing outputs to this structure before upgrading, otherwise the evaluation pipeline will fail to locate files.
  9. **New model support**
     Adds support for the following models:
     - `claude-opus-4-1-20250805`
     - `gpt-5-2025-08-07`
     - `gpt-5-mini-2025-08-07`
     - `gpt-5-nano-2025-08-07`
     - `Qwen/Qwen3-30B-A3B-Instruct-2507`
     - `Qwen/Qwen3-235B-A22B-Instruct-2507`
     - `Qwen/Qwen3-4B-Instruct-2507`

- [Jul 8, 2025] [#1098](https://github.com/Shishirtil/gorilla/pull/1098):
  - Re-introduce latency statistics for locally hosted models
  - Update cost calculation to cover the entire dataset batch, instead of the average cost per 1k function calls
- [Jul 6, 2025] [#1100](https://github.com/ShishirPatil/gorilla/pull/1100): Add the following new models to the leaderboard:
  - `gemini-2.5-pro-FC`
  - `gemini-2.5-pro`
  - `gemini-2.5-flash-FC`
  - `gemini-2.5-flash`
  - `gemini-2.5-flash-lite-preview-06-17-FC`
  - `gemini-2.5-flash-lite-preview-06-17`
- [Jul 6, 2025] [#1099](https://github.com/ShishirPatil/gorilla/pull/1099): Migrate Gemini inference to Google AI Studio.
- [Jul 2, 2025] [#1090](https://github.com/ShishirPatil/gorilla/pull/1090): Updated OpenAI models to use `developer` role instead of `system` role, following OpenAI's documentation recommendations. This change affects only the OpenAI Responses handler.
- [Jul 2, 2025] [#1062](https://github.com/ShishirPatil/gorilla/pull/1062): Introduce OpenAI Responses handler, and add support for `o3-2025-04-16` and `o4-mini-2025-04-16`.
- [Jun 30, 2025] [#956](https://github.com/ShishirPatil/gorilla/pull/956): Fix typo in ground truth for multi_turn_base.
- [Jun 29, 2025] [#1034](https://github.com/ShishirPatil/gorilla/pull/1034): Add support for `claude-opus-4-20250514` and `claude-sonnet-4-20250514`
- [Jun 29, 2025] [#1086](https://github.com/ShishirPatil/gorilla/pull/1086): Fix duplicate test entry ID `live-relevance_3-3-0`.
- [Jun 29, 2025] [#1087](https://github.com/ShishirPatil/gorilla/pull/1087): Add missing base-cost definitions for three airport routes in `travel_booking` backend.
- [Jun 28, 2025] [#1085](https://github.com/ShishirPatil/gorilla/pull/1085): Fix question wording for `irrelevance_232`.
- [Jun 28, 2025] [#1084](https://github.com/ShishirPatil/gorilla/pull/1084): Fix typo in ground truth for `parallel_multiple_141`.
- [Jun 18, 2025] [#1068](https://github.com/ShishirPatil/gorilla/pull/1068): Fix prompt concatenation issue in Qwen chat template. The self-hosted `Qwen3` models are affected.
- [Jun 15, 2025] [#966](https://github.com/ShishirPatil/gorilla/pull/966): Remove the `travel_cost` parameter from multi-turn backend `TravelAPI.book_flight()` and now compute cost internally to eliminate ambiguity.
- [Jun 15, 2025] [#1060](https://github.com/ShishirPatil/gorilla/pull/1060): Fix multi-turn backend `GorillaFileSystem._get_item()` method to correctly handle `"."` in path strings.
- [Jun 14, 2025] [#1032](https://github.com/ShishirPatil/gorilla/pull/1032): Add `Llama-3.1-Nemotron-Ultra-253B-v1` to the leaderboard.
- [Jun 12, 2025] [#1056](https://github.com/ShishirPatil/gorilla/pull/1056): Add `Ling-Lite-V1.5` to the leaderboard.
- [Jun 12, 2025] [#1063](https://github.com/ShishirPatil/gorilla/pull/1063): Add support for `DeepSeek-R1-0528` and `DeepSeek-V3-0324`
- [Jun 11, 2025] [#1061](https://github.com/ShishirPatil/gorilla/pull/1061): Add support for DashScope API inference for `Qwen3` series
- [Jun 8, 2025] [#1054](https://github.com/ShishirPatil/gorilla/pull/1054), [#1055](https://github.com/ShishirPatil/gorilla/pull/1055): Packagerize codebase for PyPI Distribution. Now available with `pip install bfcl-eval`, in addition to the existing `pip install -e`.
- [May 27, 2025] [#1040](https://github.com/ShishirPatil/gorilla/pull/1040): Add the following new models to the leaderboard:
  - `mistral-medium-2505`
  - `mistral-medium-2505-FC`
- [May 24, 2025] [#1033](https://github.com/ShishirPatil/gorilla/pull/1033): Remove latency statistics for open-source models
- [May 24, 2025] [#1015](https://github.com/ShishirPatil/gorilla/pull/1015): Add the following new models to the leaderboard:
  - `Qwen/Qwen3-0.6B`
  - `Qwen/Qwen3-0.6B-FC`
  - `Qwen/Qwen3-1.7B`
  - `Qwen/Qwen3-1.7B-FC`
  - `Qwen/Qwen3-4B`
  - `Qwen/Qwen3-4B-FC`
  - `Qwen/Qwen3-8B`
  - `Qwen/Qwen3-8B-FC`
  - `Qwen/Qwen3-14B`
  - `Qwen/Qwen3-14B-FC`
  - `Qwen/Qwen3-32B`
  - `Qwen/Qwen3-32B-FC`
  - `Qwen/Qwen3-30B-A3B`
  - `Qwen/Qwen3-30B-A3B-FC`
  - `Qwen/Qwen3-235B-A22B`
  - `Qwen/Qwen3-235B-A22B-FC`
- [May 20, 2025] [#1014](https://github.com/ShishirPatil/gorilla/pull/1014): Add support for API inference for `QwQ-32B`
- [Apr 24, 2025] [#1002](https://github.com/ShishirPatil/gorilla/pull/1002): Add the following new models to the leaderboard:
  - `gpt-4.1-2025-04-14-FC`
  - `gpt-4.1-2025-04-14`
  - `gpt-4.1-mini-2025-04-14-FC`
  - `gpt-4.1-mini-2025-04-14`
  - `gpt-4.1-nano-2025-04-14-FC`
  - `gpt-4.1-nano-2025-04-14`
- [Apr 23, 2025] [#1000](https://github.com/ShishirPatil/gorilla/pull/1000): Add new model `microsoft/phi-4` to the leaderboard.
- [Apr 23, 2025] [#967](https://github.com/ShishirPatil/gorilla/pull/967): Add the following new models to the leaderboard:
  - `microsoft/Phi-4-mini-instruct`
  - `microsoft/Phi-4-mini-instruct-FC`
- [Apr 22, 2025] [#997](https://github.com/ShishirPatil/gorilla/pull/997): Several outdated or deprecated models will be excluded from the leaderboard and replaced with their updated successors to improve the leaderboard's overall maintainability.
- [Apr 14, 2025] [#987](https://github.com/ShishirPatil/gorilla/pull/987): Add the following new models to the leaderboard:
  - `grok-3-beta`
  - `grok-3-beta-FC`
  - `grok-3-mini-beta`
  - `grok-3-mini-beta-FC`
- [Apr 14, 2025] [#985](https://github.com/ShishirPatil/gorilla/pull/985): Support fully offline inference via the `--local-model-path` flag. Point it to a directory that already holds the model's files (`config.json`, tokenizer, weights, etc.); use this flag only when the model has been pre‑downloaded outside the default $HF_HOME cache.
- [Apr 13, 2025] [#980](https://github.com/ShishirPatil/gorilla/pull/980): Integrate Novita AI as a third-party inference provider for the following open-source models:
  - `Llama-4-Maverick-17B-128E-Instruct-FP8` (Prompt & FC)
  - `Llama-4-Scout-17B-16E-Instruct` (Prompt & FC)
  - `Qwen/QwQ-32B` (Prompt & FC),
- [Apr 13, 2025] [#981](https://github.com/ShishirPatil/gorilla/pull/981): Add the following new models to the leaderboard:
  - `meta-llama/Llama-4-Scout-17B-16E-Instruct-FC`
  - `meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8-FC`
- [Apr 9, 2025] [#943](https://github.com/ShishirPatil/gorilla/pull/943): Retire the executable categories from the leaderboard. The following categories will be excluded from the evaluation pipeline:
  - `rest`
  - `exec_simple`
  - `exec_parallel`
  - `exec_multiple`
  - `exec_parallel_multiple`
- [Apr 9, 2025] [#972](https://github.com/ShishirPatil/gorilla/pull/972): Add the following new models to the leaderboard:
  - `Salesforce/Llama-xLAM-2-70b-fc-r`
  - `Salesforce/Llama-xLAM-2-8b-fc-r`
  - `Salesforce/xLAM-2-32b-fc-r`
  - `Salesforce/xLAM-2-3b-fc-r`
  - `Salesforce/xLAM-2-1b-fc-r`
- [Apr 8, 2025] [#979](https://github.com/ShishirPatil/gorilla/pull/979): Fix typo in `multi_turn_base_166` ground truth.
- [Apr 6, 2025] [#974](https://github.com/ShishirPatil/gorilla/pull/974): Add the following new models to the leaderboard:
  - `gemini-2.5-pro-exp-03-25-FC`
  - `gemini-2.5-pro-exp-03-25`
- [Mar 26, 2025] [#963](https://github.com/ShishirPatil/gorilla/pull/963): Fix wrong date in `live_simple_205-116-13`.
- [Mar 25, 2025] [#962](https://github.com/ShishirPatil/gorilla/pull/962): Fix ambiguous user query in `exec_parallel_10`.
- [Mar 20, 2025] [#951](https://github.com/ShishirPatil/gorilla/pull/951): Add new model `command-a-03-2025-FC` to the leaderboard.
- [Mar 15, 2025] [#942](https://github.com/ShishirPatil/gorilla/pull/942): Add the following new models to the leaderboard:
  - `gemini-2.0-flash-lite-001-FC`
  - `gemini-2.0-flash-lite-001`
  - `gemini-2.0-flash-thinking-exp-01-21`
- [Mar 13, 2025] [#939](https://github.com/ShishirPatil/gorilla/pull/939): Add the following new models to the leaderboard:
  - `google/gemma-3-1b-it`
  - `google/gemma-3-4b-it`
  - `google/gemma-3-12b-it`
  - `google/gemma-3-27b-it`
- [Mar 13, 2025] [#941](https://github.com/ShishirPatil/gorilla/pull/941): Add new model `Team-ACE/ToolACE-2-8B` to the leaderboard.
- [Mar 2, 2025] [#923](https://github.com/ShishirPatil/gorilla/pull/923): Add the following new models to the leaderboard:
  - `claude-3-7-sonnet-20250219`
  - `claude-3-7-sonnet-20250219-FC`
- [Feb 28, 2025] [#925](https://github.com/ShishirPatil/gorilla/pull/925): Add support for the `Qwen2.5` models in Function Calling mode:
  - `Qwen/Qwen2.5-0.5B-Instruct-FC`
  - `Qwen/Qwen2.5-1.5B-Instruct-FC`
  - `Qwen/Qwen2.5-3B-Instruct-FC`
  - `Qwen/Qwen2.5-7B-Instruct-FC`
  - `Qwen/Qwen2.5-14B-Instruct-FC`
  - `Qwen/Qwen2.5-32B-Instruct-FC`
  - `Qwen/Qwen2.5-72B-Instruct-FC`
- [Feb 28, 2025] [#926](https://github.com/ShishirPatil/gorilla/pull/926): Add support for local inference for `deepseek-ai/DeepSeek-R1`
- [Feb 27, 2025] [#922](https://github.com/ShishirPatil/gorilla/pull/922): Add the following new models to the leaderboard:
  - `gpt-4.5-preview-2025-02-27`
  - `gpt-4.5-preview-2025-02-27-FC`
- [Feb 26, 2025] [#901](https://github.com/ShishirPatil/gorilla/pull/901): Add new model `DeepSeek-R1` to the leaderboard.
- [Feb 24, 2025] [#917](https://github.com/ShishirPatil/gorilla/pull/917): Add new model `BitAgent/BitAgent-8B` to the leaderboard.
- [Feb 5, 2025] [#900](https://github.com/ShishirPatil/gorilla/pull/900), [#913](https://github.com/ShishirPatil/gorilla/pull/913): Add the following new models to the leaderboard:
  - `uiuc-convai/CoALM-8B`
  - `uiuc-convai/CoALM-70B`
  - `uiuc-convai/CoALM-405B`
- [Feb 5, 2025] [#902](https://github.com/ShishirPatil/gorilla/pull/902): Add the following new models to the leaderboard:
  - `gemini-2.0-flash-lite-preview-02-05-FC`
  - `gemini-2.0-flash-lite-preview-02-05`
  - `gemini-2.0-flash-001-FC`
  - `gemini-2.0-flash-001`
  - `gemini-2.0-pro-exp-02-05-FC`
  - `gemini-2.0-pro-exp-02-05`
- [Feb 2, 2025] [#898](https://github.com/ShishirPatil/gorilla/pull/898): Add the following new models to the leaderboard:
  - `o3-mini-2025-01-31-FC`
  - `o3-mini-2025-01-31`
- [Jan 28, 2025] [#894](https://github.com/ShishirPatil/gorilla/pull/894): Add the following new models to the leaderboard:
  - `tiiuae/Falcon3-1B-Instruct-FC`
  - `tiiuae/Falcon3-3B-Instruct-FC`
  - `tiiuae/Falcon3-7B-Instruct-FC`
  - `tiiuae/Falcon3-10B-Instruct-FC`
- [Jan 27, 2025] [#895](https://github.com/ShishirPatil/gorilla/pull/895): Fix minor typo in default system prompt for prompting models.
- [Jan 20, 2025] [#887](https://github.com/ShishirPatil/gorilla/pull/887): Add new model `speakleash/Bielik-11B-v2.3-Instruct` to the leaderboard.
- [Jan 18, 2025] [#888](https://github.com/ShishirPatil/gorilla/pull/888): Add the following new models to the leaderboard:
  - `NovaSky-AI/Sky-T1-32B-Preview`
  - `Qwen/QwQ-32B-Preview`
- [Jan 12, 2025] [#881](https://github.com/ShishirPatil/gorilla/pull/881): Fix Nova handler for consecutive user prompt issue.
- [Jan 11, 2025] : Add new model `ZJared/Haha-7B` to the leaderboard.
- [Jan 4, 2025] [#865](https://github.com/ShishirPatil/gorilla/pull/865): Fix a copy-paste issue in `live_parallel_multiple_9-8-0` that caused a misalignment between the question and the possible answer.
- [Jan 3, 2025] [#864](https://github.com/ShishirPatil/gorilla/pull/864): Add support for pre-existing completion endpoints, allowing users to skip the local vLLM/SGLang server setup (using the `--skip-server-setup` flag) and point the generation pipeline to an existing OpenAI-compatible endpoint via `VLLM_ENDPOINT` and `VLLM_PORT`.
- [Jan 3, 2025] [#859](https://github.com/ShishirPatil/gorilla/pull/859): Rename directories: `proprietary_model` -> `api_inference`, `oss_model` -> `local_inference` for better clarity.
- [Dec 29, 2024] [#857](https://github.com/ShishirPatil/gorilla/pull/857): Add new model `DeepSeek-V3-FC` to the leaderboard.
- [Dec 29, 2024] [#855](https://github.com/ShishirPatil/gorilla/pull/855): Add new model `mistralai/Ministral-8B-Instruct-2410` to the leaderboard.
- [Dec 22, 2024] [#838](https://github.com/ShishirPatil/gorilla/pull/838): Fix parameter type mismatch error in possible answers.
  - Simple: 2 affected
  - Multiple: 1 affected
  - Parallel: 6 affected
  - Parallel Multiple: 4 affected
  - Live Simple: 4 affected
  - Live Multiple: 26 affected
  - Live Parallel: 2 affected
- [Dec 22, 2024] [#843](https://github.com/ShishirPatil/gorilla/pull/843): Add the following new models to the leaderboard:
  - `gemini-2.0-flash-exp-FC`
  - `gemini-2.0-flash-exp`
  - `gemini-exp-1206-FC`
  - `gemini-exp-1206`
- [Dec 21, 2024] [#849](https://github.com/ShishirPatil/gorilla/pull/849): Use `N/A` in score report for unevaluated categories to distinguish from categories where the model actually scored a 0
- [Dec 21, 2024] [#848](https://github.com/ShishirPatil/gorilla/pull/848): Improves behavior for generation and evaluation pipeline. When executable categories are involved and API keys are not provided in the `.env` file, instead of throwing an error, the affected categories will now be skipped. This enhancement provides a smoother experience for first-time users.
- [Dec 21, 2024] [#847](https://github.com/ShishirPatil/gorilla/pull/847): Add new model `watt-ai/watt-tool-8B` and `watt-ai/watt-tool-70B` to the leaderboard.
- [Dec 20, 2024] [#842](https://github.com/ShishirPatil/gorilla/pull/842): Add the following new models to the leaderboard:
  - `Qwen/Qwen2.5-0.5B-Instruct`
  - `Qwen/Qwen2.5-3B-Instruct`
  - `Qwen/Qwen2.5-14B-Instruct`
  - `Qwen/Qwen2.5-32B-Instruct`
- [Dec 18, 2024] [#840](https://github.com/ShishirPatil/gorilla/pull/840): Add the following new models to the leaderboard:
  - `o1-2024-12-17-FC`
  - `o1-2024-12-17`
- [Dec 16, 2024] [#837](https://github.com/ShishirPatil/gorilla/pull/837): Add the following new models to the leaderboard:
  - `meta-llama/Llama-3.3-70B-Instruct-FC`
  - `meta-llama/Llama-3.3-70B-Instruct`
- [Dec 13, 2024] [#832](https://github.com/ShishirPatil/gorilla/pull/832): Add the following new models to the leaderboard:
  - `MadeAgents/Hammer2.1-7b`
  - `MadeAgents/Hammer2.1-3b`
  - `MadeAgents/Hammer2.1-1.5b`
  - `MadeAgents/Hammer2.1-0.5b`
- [Dec 11, 2024] [#826](https://github.com/ShishirPatil/gorilla/pull/826), [#829](https://github.com/ShishirPatil/gorilla/pull/829): Fix `enum` type mismatch error in function doc for live categories.
  - Live Simple: 7 affected
  - Live Multiple: 176 affected
  - Live Parallel Multiple: 3 affected
  - Live Irrelevance: 70 affected
- [Dec 9, 2024] [#822](https://github.com/ShishirPatil/gorilla/pull/822): Add the following new models to the leaderboard:
  - `gpt-4o-2024-11-20`
  - `gpt-4o-2024-11-20-FC`
- [Dec 4, 2024] [#815](https://github.com/ShishirPatil/gorilla/pull/815): Add the following new models to the leaderboard:
  - `nova-pro-v1.0`
  - `nova-lite-v1.0`
  - `nova-micro-v1.0`
- [Dec 3, 2024] [#810](https://github.com/ShishirPatil/gorilla/pull/810): Add new model `grok-beta` to the leaderboard.
- [Dec 2, 2024] [#809](https://github.com/ShishirPatil/gorilla/pull/809): Resolve issue in Gemini model when no model output.
- [Dec 2, 2024] [#808](https://github.com/ShishirPatil/gorilla/pull/808): Improve latency measurement accuracy.
- [Nov 26, 2024] [#755](https://github.com/ShishirPatil/gorilla/pull/755): Add new model `palmyra-x-004` to the leaderboard.
- [Nov 25, 2024] [#718](https://github.com/ShishirPatil/gorilla/pull/718): Add new model `openbmb/MiniCPM3-4B-FC` to the leaderboard.
- [Nov 25, 2024] [#697](https://github.com/ShishirPatil/gorilla/pull/697): Add the following new models to the leaderboard:
  - `deepseek-ai/DeepSeek-V2.5`
  - `deepseek-ai/DeepSeek-Coder-V2-Instruct-0724`
  - `deepseek-ai/DeepSeek-Coder-V2-Lite-Instruct`
  - `deepseek-ai/DeepSeek-V2-Chat-0628`
  - `deepseek-ai/DeepSeek-V2-Lite-Chat`
- [Nov 25, 2024] [#787](https://github.com/ShishirPatil/gorilla/pull/787): Add new model `Qwen/Qwen2.5-72B-Instruct` to the leaderboard.
- [Nov 24, 2024] [#743](https://github.com/ShishirPatil/gorilla/pull/743): Add support for regeneration, specific test entry IDs, and custom directory locations:
  - Introduce the `--allow-overwrite` flag for the `generate` command to enable regeneration of test entries even if they already exist.
  - Add a new `--run-ids` flag for the `generate` command, allowing execution of specific test entry IDs from `test_case_ids_to_generate.json`.
    - Note: This cannot be used together with `--test-category`.
    - Test ids needs to be the exact same as the ones in the dataset. Example: `"simple": ["simple_10", "simple_53"]`.
  - Add `--score-dir` and `--result-dir` options for `generate` and `evaluate` commands, enabling custom paths for result and score directories relative to the project root `berkeley-function-call-leaderboard` directory.
- [Nov 22, 2024] [#777](https://github.com/ShishirPatil/gorilla/pull/777), [#778](https://github.com/ShishirPatil/gorilla/pull/778), [#881](https://github.com/ShishirPatil/gorilla/pull/811): Fix dataset entries where the function doc contains illegal Python parameter names (such as `class`). 55 entries are affected.
- [Nov 19, 2024] [#750](https://github.com/ShishirPatil/gorilla/pull/750): Add the following new models to the leaderboard:
  - `claude-3-5-haiku-20241022`
  - `claude-3-5-haiku-20241022-FC`
  - `claude-3-5-sonnet-20241022`
  - `claude-3-5-sonnet-20241022-FC`
- [Nov 18, 2024] [#736](https://github.com/ShishirPatil/gorilla/pull/736): Add the option to additionally log the evaluation results to [WandB](https://github.com/wandb/wandb) artifacts. User can enable this feature by providing the entity and project name in `WANDB_BFCL_PROJECT` in the `.env` file.
- [Nov 18, 2024] [#768](https://github.com/ShishirPatil/gorilla/pull/768), [#770](https://github.com/ShishirPatil/gorilla/pull/770): Resolve issues in Gemini models (FC mode) related to handling scenarios with no tools available and cases where the model output is empty.
- [Nov 17, 2024] [#767](https://github.com/ShishirPatil/gorilla/pull/767): Fix price and latency calculation. A merge conflict results in a duplicate line, and counting the input and output token for each entry multiple times.
- [Nov 15, 2024] [#762](https://github.com/ShishirPatil/gorilla/pull/762): Supply `data_multi_turn.csv` for multi-turn evaluation results
- [Nov 14, 2024] [#760](https://github.com/ShishirPatil/gorilla/pull/760), [#761](https://github.com/ShishirPatil/gorilla/pull/761): Upstream `google-cloud-aiplatform` library fixed typecasting bugs in Function Calling. Updated to version `1.72.0` and remove the workaround patch introduced in [#648](https://github.com/ShishirPatil/gorilla/pull/648).
- [Nov 14, 2024] [#747](https://github.com/ShishirPatil/gorilla/pull/747): Minor Grammatical Corrections to `DEFAULT_SYSTEM_PROMPT` that is supplied to all prompting models.
- [Nov 13, 2024] [#737](https://github.com/ShishirPatil/gorilla/pull/737), [#739](https://github.com/ShishirPatil/gorilla/pull/739), [#740](https://github.com/ShishirPatil/gorilla/pull/740), [#763](https://github.com/ShishirPatil/gorilla/pull/763), [#772](https://github.com/ShishirPatil/gorilla/pull/772), [#789](https://github.com/ShishirPatil/gorilla/pull/789), [#804](https://github.com/ShishirPatil/gorilla/pull/804): Bug fix in the dataset and possible answers for the live and multi-turn categories.
- [Nov 11, 2024] [#746](https://github.com/ShishirPatil/gorilla/pull/746): Improve inference log readability; inference log is now included as part of the model result file. For details on how to interpret the inference log, please refer to the [LOG_GUIDE.md](https://github.com/ShishirPatil/gorilla/blob/main/berkeley-function-call-leaderboard/LOG_GUIDE.md).
- [Nov 9, 2024] [#749](https://github.com/ShishirPatil/gorilla/pull/749): Remove `Llama-3.2-3B-Instruct-FC` and `Llama-3.2-1B-Instruct-FC` from the leaderboard. According to the [official Llama documentation](<https://www.llama.com/docs/model-cards-and-prompt-formats/llama3_2#-tool-calling-(1b/3b)->), these models perform function calling using the prompt-style chat template rather than the specialized function-calling format.
- [Nov 8, 2024] [#720](https://github.com/ShishirPatil/gorilla/pull/720): Add new model `BitAgent/GoGoAgent` to the leaderboard.
- [Oct 30, 2024] [#725](https://github.com/ShishirPatil/gorilla/pull/725), [#733](https://github.com/ShishirPatil/gorilla/pull/733): Update evaluation metric for multi-turn categories:
  - Introduce a new response-based checker, which works alongside with the existing state-based checker.
    - The new checker compares the model's execution result against the ground truth execution result, ensuring that the model's result encompasses the ground truth (i.e., ground truth must be a strict subset of the model result).
    - It complements the state-based checker, which doesn't work well when the functions don't directly alter the state. For example, it's unclear whether the model actually invoked `get_zipcode_by_city` or `estimate_distance` by just using the state-based checker.
    - Any multi turn entry will now only be marked correct if it passes both the state and response checkers.
  - Remove the irrelevance detection for multi-turn categories.
    - Instead of checking if the model produces no output in a turn with missing function/parameter information, we now assess whether the model can perform correctly once the missing information is provided.
  - A few dataset entries have been modified to align with these changes.
- [Oct 30, 2024] [#719](https://github.com/ShishirPatil/gorilla/pull/719), [#722](https://github.com/ShishirPatil/gorilla/pull/722), [#723](https://github.com/ShishirPatil/gorilla/pull/723), [#728](https://github.com/ShishirPatil/gorilla/pull/728), [#732](https://github.com/ShishirPatil/gorilla/pull/732): Bug fix in the dataset and ground truth for the multi-turn categories.
- [Oct 17, 2024] [#683](https://github.com/ShishirPatil/gorilla/pull/683): Bug fix for the multi turn categories for ambiguity in action intention and function parameters.
- [Oct 17, 2024] [#709](https://github.com/ShishirPatil/gorilla/pull/709): Rephrase question prompt for Java and JavaScript categories to improve clarity and action intent.
- [Oct 17, 2024] [#708](https://github.com/ShishirPatil/gorilla/pull/708): Update the ground truth for the REST category to be up-to-date with the latest API response structure.
- [Oct 16, 2024] [#701](https://github.com/ShishirPatil/gorilla/pull/701): Bug fix the multi turn function source code for `TravelAPI`.
- [Oct 16, 2024] [#696](https://github.com/ShishirPatil/gorilla/pull/696): Add the following new models to the leaderboard:
  - `google/gemma-2-2b-it`
  - `google/gemma-2-9b-it`
  - `google/gemma-2-27b-it`
- [Oct 16, 2024] [#661](https://github.com/ShishirPatil/gorilla/pull/661): Bug fix in the dataset and possible answers.
  - Irrelevance: 1 affected
  - Parallel Multiple: 2 affected
  - Live Simple: 104 affected
  - Live Multiple: 547 affected
  - Live Parallel: 11 affected
  - Live Parallel Multiple: 17 affected
- [Oct 11, 2024] [#667](https://github.com/ShishirPatil/gorilla/pull/667): Add the following new models to the leaderboard:
  - `MadeAgents/Hammer2.0-7b`
  - `MadeAgents/Hammer2.0-3b`
  - `MadeAgents/Hammer2.0-1.5b`
  - `MadeAgents/Hammer2.0-0.5b`
- [Oct 10, 2024] [#621](https://github.com/ShishirPatil/gorilla/pull/621), [#675](https://github.com/ShishirPatil/gorilla/pull/675): Add a basic command-line interface for ease of use.
- [Oct 5, 2024] [#633](https://github.com/ShishirPatil/gorilla/pull/633): Add new model `openbmb/MiniCPM3-4B` to the leaderboard.
- [Oct 5, 2024] [#642](https://github.com/ShishirPatil/gorilla/pull/642): Add the following new models to the leaderboard:
  - `Qwen/Qwen2.5-7B-Instruct`
  - `Qwen/Qwen2.5-1.5B-Instruct`
  - `Qwen/Qwen2-7B-Instruct`
  - `Qwen/Qwen2-1.5B-Instruct`
- [Oct 4, 2024] [#653](https://github.com/ShishirPatil/gorilla/pull/653): Add new model `Team-ACE/ToolACE-8B` to the leaderboard.
- [Oct 4, 2024] [#671](https://github.com/ShishirPatil/gorilla/pull/671): Speed up locally-hosted model's inference process by parallelizing the inference requests.
- [Sept 27, 2024] [#640](https://github.com/ShishirPatil/gorilla/pull/640): Add the following new models to the leaderboard:
  - `microsoft/Phi-3.5-mini-instruct`
  - `microsoft/Phi-3-medium-128k-instruct`
  - `microsoft/Phi-3-medium-4k-instruct`
  - `microsoft/Phi-3-small-128k-instruct`
  - `microsoft/Phi-3-small-8k-instruct`
  - `microsoft/Phi-3-mini-128k-instruct`
  - `microsoft/Phi-3-mini-4k-instruct`
- [Sept 25, 2024] [#660](https://github.com/ShishirPatil/gorilla/pull/660): Bug fix in `parse_nested_value` function to handle nested dictionary values properly.
- [Sept 24, 2024] [#657](https://github.com/ShishirPatil/gorilla/pull/657): Add the following new models to the leaderboard:
  - `meta-llama/Llama-3.2-1B-Instruct`
  - `meta-llama/Llama-3.2-1B-Instruct-FC`
  - `meta-llama/Llama-3.2-3B-Instruct`
  - `meta-llama/Llama-3.2-3B-Instruct-FC`
  - `meta-llama/Llama-3.1-8B-Instruct`
  - `meta-llama/Llama-3.1-8B-Instruct-FC`
  - `meta-llama/Llama-3.1-70B-Instruct`
  - `meta-llama/Llama-3.1-70B-Instruct-FC`
- [Sept 24, 2024] [#648](https://github.com/ShishirPatil/gorilla/pull/648): Add the following new models to the leaderboard:
  - `gemini-1.5-pro-002`
  - `gemini-1.5-pro-002-FC`
  - `gemini-1.5-pro-001`
  - `gemini-1.5-pro-001-FC`
  - `gemini-1.5-flash-002`
  - `gemini-1.5-flash-002-FC`
  - `gemini-1.5-flash-001`
  - `gemini-1.5-flash-001-FC`
  - `gemini-1.0-pro-002`
  - `gemini-1.0-pro-002-FC`
- [Sept 19, 2024] [#644](https://github.com/ShishirPatil/gorilla/pull/644): BFCL V3 release:
  - Introduce new multi-turn dataset and state-based evaluation metric
  - Separate ast_checker and executable_checker for readability
  - Several outdated or deprecated models will be excluded from the leaderboard and replaced with their updated successors to improve the leaderboard's overall maintainability.
  - Switch to use vllm serve for OSS model inference
- [Sept 13, 2024] [#638](https://github.com/ShishirPatil/gorilla/pull/638): Fix prompt formatting issue for `THUDM/glm-4-9b-chat`.
- [Sept 12, 2024] [#635](https://github.com/ShishirPatil/gorilla/pull/635): Add new models `o1-preview-2024-09-12` and `o1-mini-2024-09-12` to the leaderboard.
- [Sept 8, 2024] [#627](https://github.com/ShishirPatil/gorilla/pull/627) Add new model `MadeAgents/Hammer-7b` to the leaderboard.
- [Sept 7, 2024] [#626](https://github.com/ShishirPatil/gorilla/pull/626): Fix prompt format for Llama models.
- [Sept 4, 2024] [#623](https://github.com/ShishirPatil/gorilla/pull/623): Fix decoding issue in the `NvidiaHandler`; remove duplicate `ArcticHandler` class.
- [August 29, 2024] [#616](https://github.com/ShishirPatil/gorilla/pull/6160): Add the following new models to the leaderboard:
  - `Salesforce/xLAM-7b-r`
  - `Salesforce/xLAM-8x7b-r`
  - `Salesforce/xLAM-8x22b-r`
- [August 28, 2024] [#565](https://github.com/ShishirPatil/gorilla/pull/565), [#612](https://github.com/ShishirPatil/gorilla/pull/612): Packagerize the BFCL pipeline for easier deployment and maintenance.
- [August 27, 2024] [#608](https://github.com/ShishirPatil/gorilla/pull/608): Bug fix in the dataset and possible answers.
  - simple: 16 affected
  - multiple: 5 affected
- [August 23, 2024] [#600](https://github.com/ShishirPatil/gorilla/pull/600): Bug fix in the dataset and possible answers.
  - simple: 12 affected
  - multiple: 3 affected
  - parallel: 3 affected
  - parallel multiple: 6 affected
- [August 22, 2024] [#593](https://github.com/ShishirPatil/gorilla/pull/593):
  - Move formatting instructions and function documentation to system prompt instead of user prompt in the message section. All prompting models are affected.
  - Bug fix in the dataset and possible answers.
    - irrelevance: 1 affected
    - live_irrelevance: 1 affected
    - live_simple: 1 affected
    - live_parallel: 3 affected
- [August 19, 2024] [#580](https://github.com/ShishirPatil/gorilla/pull/580): Introduce BFCL V2 Live dataset, featuring user-contributed live prompts and function docs. To read more about the composition and construction of this dataset, please refer to our [blog](https://gorilla.cs.berkeley.edu/blogs/12_bfcl_v2_live.html). All CLI commands have been updated to support the new dataset.
- [August 8, 2024] [#574](https://github.com/ShishirPatil/gorilla/pull/574): Set temperature to 0.001 for all models for consistency and reproducibility.
- [August 7, 2024] [#571](https://github.com/ShishirPatil/gorilla/pull/571): Support parallel inference for hosted models. User can specify the number of threads to use for parallel inference by setting the `--num-threads` flag. The default is 1, which means no parallel inference.
- [August 6, 2024] [#569](https://github.com/ShishirPatil/gorilla/pull/569), [#570](https://github.com/ShishirPatil/gorilla/pull/570), [#573](https://github.com/ShishirPatil/gorilla/pull/573): Add the following new models to the leaderboard:
  - `open-mistral-nemo-2407`
  - `open-mistral-nemo-2407-FC`
  - `open-mixtral-8x22b`
  - `open-mixtral-8x22b-FC`
  - `open-mixtral-8x7b`
  - `gpt-4o-mini-2024-07-18`
  - `gpt-4o-mini-2024-07-18-FC`
  - `gpt-4o-2024-08-06`
  - `gpt-4o-2024-08-06-FC`
  - `meetkai/functionary-medium-v3.1-FC`
  - `meetkai/functionary-small-v3.1-FC`
  - `meetkai/functionary-small-v3.2-FC`
- [August 5, 2024] [#568](https://github.com/ShishirPatil/gorilla/pull/568): Rephrase the question prompt for the `executable_parallel_function` category to remove potentially misleading information implying multi-turn function calls.
- [August 4, 2024] [#557](https://github.com/ShishirPatil/gorilla/pull/557): Bug fix in the possible answers.
  - simple: 7 affected
  - multiple function: 3 affected
  - parallel function: 5 affected
  - parallel multiple function: 6 affected
  - executable parallel function: 1 affected
  - javascript: 3 affected
- [July 26, 2024] [#549](https://github.com/ShishirPatil/gorilla/pull/549): Fix `js_type_converter.py` to properly handle JavaScript array value inside dictionary.
- [July 25, 2024] [#532](https://github.com/ShishirPatil/gorilla/pull/532), [#543](https://github.com/ShishirPatil/gorilla/pull/543), [#556](https://github.com/ShishirPatil/gorilla/pull/556), [#542](https://github.com/ShishirPatil/gorilla/pull/542): Add the following new models to the leaderboard:
  - `Salesforce/xLAM-7b-fc-r`
  - `Salesforce/xLAM-1b-fc-r`
  - `yi-large-fc`
  - `NousResearch/Hermes-2-Pro-Llama-3-8B`
  - `NousResearch/Hermes-2-Pro-Llama-3-70B`
  - `NousResearch/Hermes-2-Theta-Llama-3-8B`
  - `NousResearch/Hermes-2-Theta-Llama-3-70B`
- [July 22, 2024] [#540](https://github.com/ShishirPatil/gorilla/pull/540): Chore: Improve handling of vLLM's cleanup phase error by combining all selected test categories into one single task to submit to the vLLM server.
- [July 21, 2024] [#538](https://github.com/ShishirPatil/gorilla/pull/538), [#545](https://github.com/ShishirPatil/gorilla/pull/545): Fix `language_specific_pre_processing` and `convert_to_tool` function to properly handle pre-processing for prompts and function docs in Java and JavaScript test categories. All entries in these categories are affected.
- [July 20, 2024] [#537](https://github.com/ShishirPatil/gorilla/pull/537): Update generation script for locally-hosted OSS model to use single-node multi-GPU inference method (tensor parallel). Ray is not used anymore.
- [July 16, 2024] [#525](https://github.com/ShishirPatil/gorilla/pull/525), [#536](https://github.com/ShishirPatil/gorilla/pull/536): Add new model `ibm-granite/granite-20b-functioncalling` to the leaderboard.
- [July 10, 2024] [#522](https://github.com/ShishirPatil/gorilla/pull/522): Bug fix in the evaluation dataset for Executable Parallel Multiple category. This includes updates to both prompts and function docs. 2 entries are affected.
- [July 8, 2024] [#516](https://github.com/ShishirPatil/gorilla/pull/516): Fix double-casting issue in `model_handler` for Java and JavaScript test categories.
- [July 7, 2024] [#504](https://github.com/ShishirPatil/gorilla/pull/504), [#505](https://github.com/ShishirPatil/gorilla/pull/505), [#506](https://github.com/ShishirPatil/gorilla/pull/506), [#508](https://github.com/ShishirPatil/gorilla/pull/508), [#512](https://github.com/ShishirPatil/gorilla/pull/512), [#517](https://github.com/ShishirPatil/gorilla/pull/517): Make BFCL user-friendly and easy to extend.
- [July 6, 2024] [#423](https://github.com/ShishirPatil/gorilla/pull/423) and [#503](https://github.com/ShishirPatil/gorilla/pull/503): Bug fix in possible answers for the AST evaluation dataset (parallel category: 14 affected; parallel_multiple category: 25 affected).
- [July 5, 2024] [#496](https://github.com/ShishirPatil/gorilla/pull/496): Updates to API status checks. Checking the health of executable APIs is now off by default. Further, even when triggered, un-healthy APIs will not terminate the evaluation process. Users can enable this feature by setting the `--api-sanity-check` flag or `-c` for short. The previous `--skip-api-sanity-check` or `-s` flag is now deprecated.
- [July 3, 2024] [#489](https://github.com/ShishirPatil/gorilla/pull/489): Add new model `nvidia/nemotron-4-340b-instruct` to the leaderboard.
- [July 2, 2024] [#474](https://github.com/ShishirPatil/gorilla/pull/474): Add new model `THUDM/glm-4-9b-chat` to the leaderboard.
- [June 18, 2024] [#470](https://github.com/ShishirPatil/gorilla/pull/470): Add new model `firefunction-v2-FC` to the leaderboard.
- [June 15, 2024] [#437](https://github.com/ShishirPatil/gorilla/pull/437): Fix prompting issues for `Nexusflow-Raven-v2 (FC)`.
- [June 7, 2024] [#407](https://github.com/ShishirPatil/gorilla/pull/407), [#462](https://github.com/ShishirPatil/gorilla/pull/462): Update the AST evaluation logic to allow the use of `int` values for Python parameters expecting `float` values. This is to accommodate the Python auto-conversion feature from `int` to `float`.
- [May 14, 2024] [#426](https://github.com/ShishirPatil/gorilla/pull/426):
  - Add the following new models to the leaderboard:
    - `gpt-4o-2024-05-13`
    - `gpt-4o-2024-05-13-FC`
    - `gemini-1.5-pro-preview-0514`
    - `gemini-1.5-flash-preview-0514`
  - Update price for the following models:
    - All Gemini Series
    - `Claude-2.1 (Prompt)` and `Claude-instant-1.2 (Prompt)`
    - `Mistral-large` and `Mistral-Small`
    - `GPT-3.5-Turbo-0125`
- [May 8, 2024] [#406](https://github.com/ShishirPatil/gorilla/pull/406) and [#421](https://github.com/ShishirPatil/gorilla/pull/421): Update the `gemini_handler.py` to better handle parallel function calls for Gemini models.
- [May 6, 2024] [#412](https://github.com/ShishirPatil/gorilla/pull/412): Bug fix in evaluation dataset for AST categories. This includes updates to both prompts and function docs.
- [May 2, 2024] [#405](https://github.com/ShishirPatil/gorilla/pull/405): Bug fix in the possible answers for the AST Simple evaluation dataset. Prompt and function docs are not affected.
- [April 28, 2024] [#397](https://github.com/ShishirPatil/gorilla/pull/397): Add new model `snowflake/arctic` to the leaderboard. Note that there are multiple ways to inference the model, and we choose to do it via Nvidia API catalog.
- [April 27, 2024] [#390](https://github.com/ShishirPatil/gorilla/pull/390): Bug fix in cost and latency calculation for open-source models, which are now all calculated when serving the model with [vLLM](https://github.com/vllm-project/vllm) using 8 V100 GPUs for consistency. $$\text{Cost} = \text{Latency per 1000 function call} * (\text{8xV100 azure-pay-as-you-go-price per hour / 3600})$$
- [April 25, 2024] [#386](https://github.com/ShishirPatil/gorilla/pull/386): Add 5 new models to the leaderboard: `meta-llama/Meta-Llama-3-8B-Instruct`, `meta-llama/Meta-Llama-3-70B-Instruct`, `gemini-1.5-pro-preview-0409`, `command-r-plus`, `command-r-plus-FC`.
- [April 19, 2024] [#377](https://github.com/ShishirPatil/gorilla/pull/377):
  - Bug fix for the evaluation dataset in the executable test categories. This includes updates to both prompts and function docs.
  - The `evaluation_result` field has been removed to accommodate the variability in API execution results across different evaluation runs. Instead, a human-verified `ground_truth` is now included for the executable test categories. During each evaluation run, `evaluation_result` is generated anew using the `ground_truth`, and then compared against the model output.
  - A stricter metric has been adopted when using the `structural_match` (aka. type match) evaluation criteria ---- For `list` results, the lengths are compared; for `dict` results, the keys are matched. This is to account for the fast-changing nature of some of the real-time API results while ensuring the evaluation remains meaningful.
  - Added another evaluation criteria `real_time_match` for the executable category, which is a looser form of `exact_match` specifically for numerical execution results. The execution result must be within a certain percentage threshold (20%) from the expected result to accommodate the live updates of API responses. User can change this threshold value in `eval_checker_constant.py`.
- [April 18, 2024] [#375](https://github.com/ShishirPatil/gorilla/pull/375): A more comprehensive API sanity check is included; the APIs that are invoked during the non-REST executable evaluation process will also be checked for their availability before running the evaluation. Also, add support for the shortcut `-s` for the `--skip-api-sanity-check` flag, based on the community feedback.
- [April 16, 2024] [#366](https://github.com/ShishirPatil/gorilla/pull/366): Switch to use Anthropic's new Tool Use Beta `tools-2024-04-04` when generating Claude 3 FC series data. `gpt-4-turbo-2024-04-09` and `gpt-4-turbo-2024-04-09-FC` are also added to the leaderboard.
- [April 11, 2024] [#347](https://github.com/ShishirPatil/gorilla/pull/347): Add the 95th percentile latency to the leaderboard statistics. This metric is useful for understanding the latency distribution of the models, especially the worst-case scenario.
- [April 10, 2024] [#339](https://github.com/ShishirPatil/gorilla/pull/339): Introduce REST API sanity check for the REST executable test category. It ensures that all the API endpoints involved during the execution evaluation process are working properly. If any of them are not behaving as expected, the evaluation process will be stopped by default as the result will be inaccurate. Users can choose to bypass this check by setting the `--skip-api-sanity-check` flag or `-s` for short.
- [April 9, 2024] [#338](https://github.com/ShishirPatil/gorilla/pull/338): Bug fix in the evaluation datasets (including both prompts and function docs). Bug fix for possible answers as well.
- [April 8, 2024] [#330](https://github.com/ShishirPatil/gorilla/pull/330): Fixed an oversight that was introduced in [#299](https://github.com/ShishirPatil/gorilla/pull/299). For function-calling (FC) models that cannot take `float` type in input, when the parameter type is a `float`, the evaluation procedure will convert that type to `number` in the model input and mention in the parameter description that `This is a float type value.`. An additional field `format: float` will also be included in the model input to make it clear about the type. Updated the model handler for Claude, Mistral, and OSS to better parse the model output.
- [April 8, 2024] [#327](https://github.com/ShishirPatil/gorilla/pull/327): Add new model `NousResearch/Hermes-2-Pro-Mistral-7B` to the leaderboard.
- [April 3, 2024] [#309](https://github.com/ShishirPatil/gorilla/pull/309): Bug fix for evaluation dataset possible answers. Implement **string standardization** for the AST evaluation pipeline, i.e. removing white spaces and a subset of punctuations (`,./-_*^`) to make the AST evaluation more robust and accurate. Fixed AST evaluation issue for type `tuple`. Add 2 new models `meetkai/functionary-small-v2.4 (FC)`, `meetkai/functionary-medium-v2.4 (FC)` to the leaderboard.
- [April 1, 2024] [#299](https://github.com/ShishirPatil/gorilla/pull/299): Leaderboard update with new models (`Claude-3-Haiku`, `Databrick-DBRX-Instruct`), more advanced AST evaluation procedure, and updated evaluation datasets. Cost and latency statistics during evaluation are also measured. We also released the manual that our evaluation procedure is based on, available [here](https://gorilla.cs.berkeley.edu/blogs/8_berkeley_function_calling_leaderboard.html#metrics).
- [Mar 11, 2024] [#254](https://github.com/ShishirPatil/gorilla/pull/254): Leaderboard update with 3 new models: `Claude-3-Opus-20240229 (Prompt)`, `Claude-3-Sonnet-20240229 (Prompt)`, and `meetkai/functionary-medium-v2.2 (FC)`
- [Mar 5, 2024] [#237](https://github.com/ShishirPatil/gorilla/pull/237) and [238](https://github.com/ShishirPatil/gorilla/pull/238): leaderboard update resulting from [#223](https://github.com/ShishirPatil/gorilla/pull/223); 3 new models: `mistral-large-2402`, `gemini-1.0-pro`, and `google/gemma-7b-it`.
- [Feb 29, 2024] [#223](https://github.com/ShishirPatil/gorilla/pull/223): modifications to REST evaluation.
