Repository: langchain
Issue: 🐛Bug: The aload function, contrary to its name, is not an asynchronous function, so it cannot work concurrently with other asynchronous functions.
Labels: 🤖:bug

### Checked other resources

- [X] I added a very descriptive title to this issue.
- [X] I searched the LangChain documentation with the integrated search.
- [X] I used the GitHub search to find a similar question and didn't find it.
- [X] I am sure that this is a bug in LangChain rather than my code.
- [X] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package).

### Example Code

```python
from langchain_community import document_loaders as dl

async def do_something():
    await asyncio.sleep(1)

async def main():
    loader1 = dl.WebBaseLoader("https://www.fntimes.com/html/view.php?ud=202411242104045546dd55077bc2_18")

    results = await asyncio.gather(loader1.aload(), do_something())

    print(results)

if __name__ == "__main__":
    import asyncio
    asyncio.run(main())
```

### Error Message and Stack Trace (if applicable)

```bash
python bug_langchain.py 
USER_AGENT environment variable not set, consider setting it to identify your requests.
Traceback (most recent call last):
  File "/home/dnsgkr23/bug_langchain.py", line 15, in <module>
    asyncio.run(main())
  File "/usr/lib/python3.11/asyncio/runners.py", line 190, in run
    return runner.run(main)
           ^^^^^^^^^^^^^^^^
  File "/usr/lib/python3.11/asyncio/runners.py", line 118, in run
    return self._loop.run_until_complete(task)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/lib/python3.11/asyncio/base_events.py", line 653, in run_until_complete
    return future.result()
           ^^^^^^^^^^^^^^^
  File "/home/dnsgkr23/bug_langchain.py", line 9, in main
    results = await asyncio.gather(loader1.aload(), do_something())
                                   ^^^^^^^^^^^^^^^
  File "/home/dnsgkr23/langchain/libs/community/langchain_community/document_loaders/web_base.py", line 337, in aload
    results = self.scrape_all(self.web_paths)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/dnsgkr23/langchain/libs/community/langchain_community/document_loaders/web_base.py", line 278, in scrape_all
    results = asyncio.run(self.fetch_all(urls))
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/usr/lib/python3.11/asyncio/runners.py", line 186, in run
    raise RuntimeError(
RuntimeError: asyncio.run() cannot be called from a running event loop
sys:1: RuntimeWarning: coroutine 'WebBaseLoader.fetch_all' was never awaited
```

### Description

The aload function, contrary to its name, is not an asynchronous function, 
so it cannot work concurrently with other asynchronous functions.

### System Info

```bash
python -m langchain_core.sys_info

System Information
------------------
> OS:  Linux
> OS Version:  #1 SMP PREEMPT_DYNAMIC Debian 6.1.115-1 (2024-11-01)
> Python Version:  3.11.2 (main, Sep 14 2024, 03:00:30) [GCC 12.2.0]

Package Information
-------------------
> langchain_core: 0.3.19
> langchain: 0.3.7
> langchain_community: 0.3.7
> langsmith: 0.1.142
> langchain_tests: 0.3.4
> langchain_text_splitters: 0.3.2

Optional packages not installed
-------------------------------
> langserve

Other Dependencies
------------------
> aiohttp: 3.10.10
> async-timeout: Installed. No version info available.
> dataclasses-json: 0.6.7
> httpx: 0.27.2
> httpx-sse: 0.4.0
> jsonpatch: 1.33
> numpy: 1.26.4
> orjson: 3.10.11
> packaging: 24.2
> pydantic: 2.9.2
> pydantic-settings: 2.6.1
> pytest: 7.4.4
> PyYAML: 6.0.2
> requests: 2.32.3
> requests-toolbelt: 1.0.0
> SQLAlchemy: 2.0.35
> syrupy: 4.7.2
> tenacity: 9.0.0
> typing-extensions: 4.12.2
```