Commit
·
088965d
1
Parent(s):
50a7e6a
Create 2302.07842.atom
Browse files- arxiv/2302.07842.atom +76 -0
arxiv/2302.07842.atom
ADDED
|
@@ -0,0 +1,76 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
<?xml version="1.0" encoding="UTF-8"?>
|
| 2 |
+
<feed xmlns="http://www.w3.org/2005/Atom">
|
| 3 |
+
<link href="http://arxiv.org/api/query?search_query%3D%26id_list%3D2302.07842%26start%3D0%26max_results%3D1" rel="self" type="application/atom+xml"/>
|
| 4 |
+
<title type="html">ArXiv Query: search_query=&id_list=2302.07842&start=0&max_results=1</title>
|
| 5 |
+
<id>http://arxiv.org/api/wq9zF2OG08gdPxTTIUbwyNNXJ+Q</id>
|
| 6 |
+
<updated>2023-06-09T00:00:00-04:00</updated>
|
| 7 |
+
<opensearch:totalResults xmlns:opensearch="http://a9.com/-/spec/opensearch/1.1/">1</opensearch:totalResults>
|
| 8 |
+
<opensearch:startIndex xmlns:opensearch="http://a9.com/-/spec/opensearch/1.1/">0</opensearch:startIndex>
|
| 9 |
+
<opensearch:itemsPerPage xmlns:opensearch="http://a9.com/-/spec/opensearch/1.1/">1</opensearch:itemsPerPage>
|
| 10 |
+
<entry>
|
| 11 |
+
<id>http://arxiv.org/abs/2302.07842v1</id>
|
| 12 |
+
<updated>2023-02-15T18:25:52Z</updated>
|
| 13 |
+
<published>2023-02-15T18:25:52Z</published>
|
| 14 |
+
<title>Augmented Language Models: a Survey</title>
|
| 15 |
+
<summary> This survey reviews works in which language models (LMs) are augmented with
|
| 16 |
+
reasoning skills and the ability to use tools. The former is defined as
|
| 17 |
+
decomposing a potentially complex task into simpler subtasks while the latter
|
| 18 |
+
consists in calling external modules such as a code interpreter. LMs can
|
| 19 |
+
leverage these augmentations separately or in combination via heuristics, or
|
| 20 |
+
learn to do so from demonstrations. While adhering to a standard missing tokens
|
| 21 |
+
prediction objective, such augmented LMs can use various, possibly
|
| 22 |
+
non-parametric external modules to expand their context processing ability,
|
| 23 |
+
thus departing from the pure language modeling paradigm. We therefore refer to
|
| 24 |
+
them as Augmented Language Models (ALMs). The missing token objective allows
|
| 25 |
+
ALMs to learn to reason, use tools, and even act, while still performing
|
| 26 |
+
standard natural language tasks and even outperforming most regular LMs on
|
| 27 |
+
several benchmarks. In this work, after reviewing current advance in ALMs, we
|
| 28 |
+
conclude that this new research direction has the potential to address common
|
| 29 |
+
limitations of traditional LMs such as interpretability, consistency, and
|
| 30 |
+
scalability issues.
|
| 31 |
+
</summary>
|
| 32 |
+
<author>
|
| 33 |
+
<name>Grégoire Mialon</name>
|
| 34 |
+
</author>
|
| 35 |
+
<author>
|
| 36 |
+
<name>Roberto Dessì</name>
|
| 37 |
+
</author>
|
| 38 |
+
<author>
|
| 39 |
+
<name>Maria Lomeli</name>
|
| 40 |
+
</author>
|
| 41 |
+
<author>
|
| 42 |
+
<name>Christoforos Nalmpantis</name>
|
| 43 |
+
</author>
|
| 44 |
+
<author>
|
| 45 |
+
<name>Ram Pasunuru</name>
|
| 46 |
+
</author>
|
| 47 |
+
<author>
|
| 48 |
+
<name>Roberta Raileanu</name>
|
| 49 |
+
</author>
|
| 50 |
+
<author>
|
| 51 |
+
<name>Baptiste Rozière</name>
|
| 52 |
+
</author>
|
| 53 |
+
<author>
|
| 54 |
+
<name>Timo Schick</name>
|
| 55 |
+
</author>
|
| 56 |
+
<author>
|
| 57 |
+
<name>Jane Dwivedi-Yu</name>
|
| 58 |
+
</author>
|
| 59 |
+
<author>
|
| 60 |
+
<name>Asli Celikyilmaz</name>
|
| 61 |
+
</author>
|
| 62 |
+
<author>
|
| 63 |
+
<name>Edouard Grave</name>
|
| 64 |
+
</author>
|
| 65 |
+
<author>
|
| 66 |
+
<name>Yann LeCun</name>
|
| 67 |
+
</author>
|
| 68 |
+
<author>
|
| 69 |
+
<name>Thomas Scialom</name>
|
| 70 |
+
</author>
|
| 71 |
+
<link href="http://arxiv.org/abs/2302.07842v1" rel="alternate" type="text/html"/>
|
| 72 |
+
<link title="pdf" href="http://arxiv.org/pdf/2302.07842v1" rel="related" type="application/pdf"/>
|
| 73 |
+
<arxiv:primary_category xmlns:arxiv="http://arxiv.org/schemas/atom" term="cs.CL" scheme="http://arxiv.org/schemas/atom"/>
|
| 74 |
+
<category term="cs.CL" scheme="http://arxiv.org/schemas/atom"/>
|
| 75 |
+
</entry>
|
| 76 |
+
</feed>
|