update agents list in top level README
@@ -214,15 +214,26 @@ The core library contains the following files:
The agents directory contains agents that have been approved into the ParlAI framework for shared use.
We encourage you to contribute new ones!
-Currently available within this directory:
+Currently available within [this directory](https://github.com/facebookresearch/ParlAI/tree/master/parlai/agents):
- **drqa**: an attentive [LSTM model DrQA](https://arxiv.org/abs/1704.00051) implemented in PyTorch that has competitive results on the SQuAD dataset amongst others.
+fairseq
+- **fairseq**: [an attentive sequence to sequence model using convolutions](https://arxiv.org/abs/1705.03122)
+- **seq2seq** a generic seq2seq model with various options
+- **ibm_seq2seq** IBM sequence to sequence model
- **memnn**: code for an end-to-end memory network in Lua Torch
-- **remote_agent**: basic class for any agent connecting over ZMQ (memnn_luatorch_cpu uses this)
+- **mlb_vqa**: a visual question answering model based on [this paper](https://arxiv.org/abs/1610.04325)
+- **starspace**: a simple supervised embedding approach which is a strong baseline based on [this paper](https://arxiv.org/abs/1709.03856).
+- **tfidf_retriever** a simple retrieval based model, also useful as a first step for retrieving information as input to another model.
- **ir_baseline**: simple information retrieval baseline that scores candidate responses with [TFIDF-weighted](https://en.wikipedia.org/wiki/Tf%E2%80%93idf) matching
- **repeat_label**: basic class for merely repeating all data sent to it (e.g. for piping to a file, debugging)
+- **remote_agent**: basic class for any agent connecting over ZMQ (memnn_luatorch_cpu uses this)
- **local_human**: takes input from the keyboard as the act() function of the agent, so a human can act in the environment
+See the [directory](https://github.com/facebookresearch/ParlAI/tree/master/parlai/agents) for the complete list.
+
+
+
### Examples
This directory contains a few particular examples of basic loops.
