Compute BLEU score, using SacreBLEU.

Configuration for judge models

A class that keeps all conversation history.

Standard request format for judge evaluation

CARDINAL类

Standard response format from judge evaluation

TaskManager indexes all tasks from the default `lmms_eval/tasks/` and an optional directory if provided.

中文数字/数位字符 每个字符除繁简体外还有一个额外的大写字符 e.g. '陆' 和 '陸'

Processes an answer similar to Eval AI copied from https://github.com/facebookresearch/mmf/blob/c46b3b3391275b4181567db80943473a8

Comprehensive cognitive map evaluator. This class provides a complete evaluation workflow for cognitive mapping tasks, including answer accur

FRACTION类

Transformer decoder consisting of *config.num_hidden_layers* layers. Each layer is a [`LlamaDecoderLayer`] Args: config: LlamaConfig

Tree Edit Distance basead Similarity

The model can behave as an encoder (with only self-attention) as well as a decoder, in which case a layer of cross-attention is added between

DIGIT类

Thread-safe job scheduler for managing evaluation jobs. The scheduler maintains a queue of jobs and processes them sequentially using a

Unified OpenAI-compatible backend for VIEScore. Works with: - OpenAI API (GPT-4o, GPT-4V, etc.) - vLLM servers with OpenAI-c

https://arxiv.org/abs/2212.00794

Parse the response.

Fake file-like stream object that redirects writes to a logger instance.

TELEPHONE类

Container for test execution results.

A GPT-4o judge for assessing if two ASCII art images depict the same thing.

Basic task evaluator for answer accuracy only. This evaluator focuses only on extracting answers and calculating accuracy, without any cognit

Construct the embeddings from word and position embeddings.

Sample from OpenAI's chat completion API

Sample from OpenAI's chat completion API

Sample from OpenAI's chat completion API

中文数字字符

DATE类